{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-11T13:57:13.694935Z",
     "start_time": "2025-08-11T13:57:09.207881Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from data_resource.data_bases import engine\n",
    "from utilities.utilities_statics import factor_standardize, factor_neutralize\n",
    "from factorAnaly.factorEngine import FactorEngine"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "60成交量加权累计收益率因子\n",
    "- 负向因子\n",
    "- 选股能力强"
   ],
   "id": "cd165770f9c09cec"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-11T14:02:59.525977Z",
     "start_time": "2025-08-11T13:57:16.838157Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 60成交量加权累计收益率\n",
    "sql1 = \"\"\"\n",
    "    select a.code, a.trading, a.signal, b.l1_name as industry_code, c.close, c.open, d.circ_mv\n",
    "    from quant_research.\"factor_returnWgt\" as a    \n",
    "    left join quant_research.sw_industry_constituent b\n",
    "        on a.code=b.ts_code\n",
    "    left join quant_research.market_daily_ts c \n",
    "        on c.trade_date=a.trading and c.ticker=a.code\n",
    "    left join quant_research.indicator_daily as d\n",
    "        on a.code=d.code and a.trading=d.trade_date\n",
    "    where a.signal is not null and a.code in (\n",
    "        -- 用中证1000, 中证800成分股做为股票池\n",
    "        select con_code from quant_research.index_constituent where trade_date=(\n",
    "            select max(trade_date) from quant_research.index_constituent\n",
    "        ) and index_code in ('000852.SH', '000906.SH')\n",
    "    )\n",
    "    order by a.trading\n",
    "\"\"\"\n",
    "raw_return_wgt = pd.read_sql(sql1, engine)\n",
    "raw_return_wgt.dropna(inplace=True)\n",
    "print(\"---- 开始因子处理 -----\")\n",
    "# 因子标准化&去极值\n",
    "raw_return_wgt['signal'] = raw_return_wgt.groupby('trading', as_index=False)['signal'].transform(lambda x: factor_standardize(x))\n",
    "raw_return_wgt.dropna(inplace=True)\n",
    "# 行业&市值中性化\n",
    "raw_return_wgt = raw_return_wgt.groupby('trading')[['code', 'industry_code', 'signal', 'close', 'open', 'circ_mv']].apply(\n",
    "    lambda group: factor_neutralize(group, netural='industry_mktCap')).reset_index()\n",
    "raw_return_wgt.drop(columns=['level_1'], inplace=True)\n",
    "\n",
    "print(\"---- 开始因子回测 -----\")\n",
    "# 行业中性因子回测\n",
    "f_return_wgt= FactorEngine(factor_raw=raw_return_wgt, factor_name='signal', rebalance_period=20)  # 默认：20交易日调仓周期\n",
    "\n",
    "f_return_wgt.run(signal_name='signal')\n",
    "f_return_wgt.plotting_ic(factor_name='signal')\n",
    "f_return_wgt.plotting_group_return(factor_name='signal')"
   ],
   "id": "e386b835bb03b267",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---- 开始因子处理 -----\n",
      "---- 开始因子回测 -----\n",
      "分组异常，有效样本数1019, 唯一值数据[ 1.37506995e+00 -9.20564671e-01 -1.06319525e+00  1.44489395e+00\n",
      " -8.57486337e-01  1.05811400e+00 -2.04869866e+00 -8.79354980e-01\n",
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      " -6.11734214e-01 -7.01492699e-01 -7.56598171e-01 -8.06155512e-01\n",
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      "  1.73692874e-01 -1.39058381e+00 -7.10874349e-01 -7.09292851e-01\n",
      "  4.38710898e-02 -9.07756393e-01 -8.56616947e-01 -1.00898181e+00\n",
      " -4.15501747e-01  4.22056402e-01  1.41815794e+00 -7.27576629e-01\n",
      " -8.37323386e-01 -1.59866906e+00 -3.01902355e-01 -8.60752258e-01\n",
      "  8.80671486e-01 -2.04376032e+00  3.30823469e-01 -1.44952081e+00\n",
      "  6.92202902e-01  2.63507828e-01  1.32066052e+00 -6.10550184e-01\n",
      "  4.01392932e-01 -1.33273116e+00 -6.62869843e-01  9.44251362e-01\n",
      " -9.45010701e-02 -5.69354735e-01  1.81370075e-01  6.76220679e-01\n",
      "  2.67044103e-02 -8.34412190e-01 -1.05776749e+00 -4.40469814e-01\n",
      "  2.80363080e-01 -8.16255891e-01 -3.92883993e-01 -1.13885106e+00\n",
      " -2.93768676e-01  1.86646714e-01  3.27877082e-01 -7.24866165e-01\n",
      " -1.63610048e-01 -1.10562467e+00 -6.04256208e-01  1.23264913e-01\n",
      " -7.40344080e-01 -7.61600402e-01 -2.17257163e-01 -1.09561697e+00\n",
      " -5.18126392e-01 -2.32368548e-01 -8.71006404e-01  5.49896366e-01\n",
      "  6.99325364e-02 -2.74457647e-01 -1.06170492e-01  1.26038151e+00\n",
      " -2.99913718e-01  1.31429316e-01 -3.30527624e-01 -6.40898943e-01\n",
      " -1.01965160e+00 -7.88541046e-01 -6.93969551e-01  2.46763689e-01\n",
      " -5.12352740e-01 -5.90945755e-01 -8.54986677e-01 -5.74321201e-01\n",
      "  6.34568095e-01  2.69123357e-01 -5.20881546e-01 -2.93612332e-02\n",
      " -7.62475603e-01 -5.02203864e-01 -8.06574512e-01 -1.32964503e+00\n",
      "  8.05601517e-01 -6.51454753e-01 -8.10498852e-01  2.13453035e-01\n",
      " -3.93863947e-01 -3.13193496e-01 -2.32400733e-01  2.57188910e-01\n",
      "  3.94708832e-01 -9.96175134e-01 -2.30737547e-01 -6.79258813e-01\n",
      " -4.93672721e-01  1.87744598e-01  1.53092995e-01 -7.54331693e-01\n",
      " -6.55481995e-01  1.79587207e-01 -7.66829232e-01 -9.85570900e-01\n",
      "  4.08134293e-01  1.26169577e+00 -5.55180967e-01  9.01689861e-02\n",
      " -4.88485186e-01 -8.74798614e-01 -7.69078308e-01 -7.59184553e-01\n",
      "  9.56290299e-01  5.12236441e-01 -8.66935596e-01 -7.76751971e-01\n",
      " -8.65457777e-01 -7.81821028e-01 -7.57461251e-01 -4.30565635e-01\n",
      " -1.87625695e-01 -2.00166198e-01 -9.23658531e-01 -8.25191242e-01\n",
      " -6.28660847e-01 -6.17428013e-01 -9.29237371e-01 -6.54551182e-01\n",
      " -7.88292621e-01 -1.15459753e-01 -5.34409793e-01 -7.78634394e-01\n",
      " -7.32243764e-01  2.16811153e-01 -7.10409338e-01 -7.36825212e-01\n",
      "  5.56711004e-02 -8.91624956e-01 -6.98937410e-01 -3.30616923e-01\n",
      " -8.17996343e-01 -1.25319336e+00 -7.65830461e-01  7.53339758e-01\n",
      " -7.08847292e-01 -7.51072354e-01 -1.03391260e-01 -3.91626598e-01\n",
      " -9.86553532e-01  1.25207639e+00 -1.20739766e+00 -7.06798498e-01\n",
      " -9.21724721e-01  2.36333014e-01 -1.14888608e-01 -5.24335658e-01\n",
      " -5.92232840e-01  1.05677909e+00 -1.96429654e-01 -7.76257723e-01\n",
      " -3.29837868e-01 -1.61670195e+00 -6.57277474e-01  8.77173917e-01\n",
      " -4.40708862e-01 -2.53486207e-01 -1.13453928e+00 -5.25724519e-01], 日期：2019-10-09 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2019-10-09 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1026, 唯一值数据[ 1.24163624  1.45815092 -0.36131751 -0.4121969   0.39645896  0.42421386\n",
      " -0.45100546 -1.151841   -1.8812359  -0.68871563  0.94306615 -0.69591016\n",
      " -0.79520645 -0.0069717   0.38501113 -1.00851411 -0.81905784 -0.87782885\n",
      " -0.94328965 -0.85025772  0.17982876 -0.79780427 -0.68337709 -0.54650217\n",
      "  0.74051338  0.05406151 -1.44519679 -0.90888306  0.09957292  0.61011901\n",
      " -0.96903957 -1.52467493  1.27273985  0.05047803 -0.63536821  0.2101244\n",
      "  0.0392686   0.75150748  0.25624203 -0.91365264 -0.83728683  0.08651818\n",
      " -0.66773925 -0.94282089 -0.79993802 -1.05074005 -0.88377859 -0.28075904\n",
      " -0.59909811 -0.86928114 -0.88838797 -0.1337122   0.38690019 -0.17309046\n",
      " -0.46102623 -0.92032482 -0.49018845  0.80173148 -0.68778333 -0.43984614\n",
      " -0.82449153 -1.14071649 -0.80782905 -0.47594562 -0.99832205  0.53500225\n",
      " -0.90694311 -0.59325605 -0.81827287  0.55726178 -0.95284611 -0.72339134\n",
      "  0.52334929 -0.7082325   0.49532003 -0.70578962 -1.72235774 -0.74232355\n",
      " -0.41773807 -0.82145292 -0.37836429 -0.59608306 -0.61234696 -1.52098151\n",
      " -0.90763711 -0.88481927 -0.08739752 -0.35413243 -0.49377535 -0.63099637\n",
      " -0.72461745 -0.87933849 -0.94287124 -0.90651223 -0.66854938 -0.77295425\n",
      " -0.38081898 -0.18672378 -0.29695577  0.78439551 -1.1909992  -0.7248602\n",
      " -1.16998948 -0.74554498 -0.76113353 -0.80229249  0.62592192  0.75898173\n",
      "  1.27377301 -0.16670883  0.1366456  -2.0616669  -0.85592761 -0.48690515\n",
      " -0.47494863  0.23790176 -0.56273547  0.58265391 -1.1073602  -0.62596686\n",
      " -0.87815963 -0.83705326 -0.2067685  -0.86314874  0.06776979 -0.31757095\n",
      "  0.74406784 -0.98429464 -0.78539335 -0.63096568  1.27660604 -0.95298004\n",
      " -0.90079429  0.06366226 -0.76721656  0.48351023 -0.84948211 -0.58995602\n",
      "  0.74168713 -0.35952137  0.12735151 -1.86382645  1.19606163 -0.59699815\n",
      " -0.22506328 -0.59445472 -0.47713265 -0.68883297 -0.25256815  0.19746482\n",
      " -0.05935353 -0.97252621  0.05158867  0.1149788   1.30448609 -0.3983795\n",
      " -0.83382505 -0.97127196 -0.80993819 -0.52634719  0.47486382 -0.40100132\n",
      "  1.03376446 -0.81382909 -0.48961542  0.07173298  1.18170923 -1.17258838\n",
      " -0.88973539  1.35806004  0.07117557 -0.45207537 -0.9392451  -0.87481525\n",
      " -0.83986798 -0.25569133  1.39963586 -0.51530964 -0.80498684 -0.81561976\n",
      "  0.06107333 -0.294103   -1.52349381 -0.14055644  0.02715808 -0.23521368\n",
      " -0.73953591 -0.32380346 -0.53646849 -1.06648682 -0.18319719 -0.12516413\n",
      " -0.95563568  0.69694385 -0.51870171 -0.78767342 -1.85654098 -0.71895304\n",
      " -0.61034313 -0.68999515 -0.27770806 -0.05868144 -0.61783452 -0.88895323\n",
      "  1.24767188 -0.29737458 -0.53083644 -0.71941549 -0.56284591  0.53632654\n",
      " -0.2247686   0.02675866 -0.63604813 -0.66697112 -0.49592546 -0.88185121\n",
      " -1.26361286  1.41131678 -0.59656451 -0.56799465  0.24268074 -1.12433522\n",
      " -0.08833704 -0.2497365  -0.71412355 -0.97181595 -1.59848222  0.06584797\n",
      " -1.23595535  0.05681811 -0.95889354 -0.45499618 -0.88840061 -1.03484782\n",
      " -0.94976442 -0.81336977 -0.86281113 -0.75284512 -0.29104954 -0.86337198\n",
      " -0.70483972 -0.68808245 -0.21521991 -0.67321389 -0.53074712  0.6674782\n",
      " -0.93352833 -0.36363901 -0.57447244  0.15056956 -0.3061414  -0.50548699\n",
      "  1.30947863 -0.5722462   0.50192799 -0.7561795   0.47117755 -0.71225801\n",
      " -0.85289153 -0.86846648  0.94143476 -0.66410621 -1.02351775 -0.86678835\n",
      "  0.40032275 -0.75853906 -0.44367149 -0.81501343 -0.76621116 -0.16029485\n",
      " -0.502872   -0.45945545 -0.18647165 -0.85714861 -0.8786685  -1.17390162\n",
      " -0.55729348  0.20761313 -0.58809416 -0.80005046 -0.87194171  0.59463173\n",
      " -0.83750606 -0.7338256  -1.31556327  0.02827512 -0.85324304 -0.75759293\n",
      " -0.22695537 -0.76166075  0.53777323  0.51204542  0.33290702 -0.65290786\n",
      "  0.00839966  1.15360178 -0.85429065  0.98090129  1.33211122 -0.87088792\n",
      " -1.29866445  0.32681893 -1.29521286 -0.77015101 -0.84613442 -0.42356539\n",
      " -0.78421708 -0.6979169  -0.92948001 -0.70452673 -0.47314384 -0.83250452\n",
      "  0.02845699 -0.77496939 -0.51071079 -0.06732644  0.06800047 -0.69563474\n",
      "  1.1576343   0.70399792  0.80066672 -0.92311197 -0.89506298 -0.3909869\n",
      " -0.04090035 -0.62976379 -0.76621528 -0.88382429 -0.4849398  -0.25412006\n",
      " -0.49361421  0.08410898 -0.37884989 -0.64330306 -1.00990034 -1.02478903\n",
      "  0.8527346  -1.84829789 -0.56373579 -0.62959084 -0.93060791 -0.88799403\n",
      " -1.27749976 -0.84031993  0.87644829 -0.21011739 -0.69476139 -0.69565642\n",
      " -0.79652383  0.0235682   0.38910187 -0.66822088  1.4485313  -0.35089914\n",
      " -0.46737901  0.54341407 -0.18905367 -0.25334413 -0.02024124 -0.79041072\n",
      " -0.18781308 -0.78367125 -1.32579981  0.60516304  1.16640906 -1.07280515\n",
      " -1.84054502 -0.78663068 -0.7117387  -0.78965424 -0.88080635 -0.77495877\n",
      " -0.8432127  -0.80376015 -0.00241027 -0.42287626  0.04023776 -0.68659788\n",
      " -1.35285999  0.61453674 -1.3680142   0.71405419 -0.06988537 -0.46144007\n",
      " -0.60340048  1.38224309 -1.87451983 -0.01118387 -1.1660264  -0.74509111\n",
      "  1.25407197 -0.87887644 -1.42230733 -0.7261232   0.19569256 -1.02751062\n",
      " -0.35363795  0.58608038 -0.23290443 -0.65881151  0.31307683 -0.86039556\n",
      "  0.38957167 -1.05013483 -0.72950447  1.11551137  0.00300592 -0.09135122\n",
      " -0.73842595 -0.80023693 -0.09121143  1.18227534 -1.32659505 -1.10618707\n",
      "  1.15240211 -0.36743126  0.92903826  0.25385804 -0.06988147  1.0950122\n",
      " -0.17807679  0.67167901 -0.61298131 -0.85894274 -0.53062532  0.63665435\n",
      "  0.56836062 -1.26586834  0.31797174 -0.50096682 -0.84875108  0.86421883\n",
      " -0.83101118 -0.70943051 -0.23125652 -0.80569432 -0.79943078  0.80668532\n",
      " -0.2390859  -0.32658864 -0.63468743 -0.76878726 -0.76688629  1.06198251\n",
      " -0.35444895 -0.67634028  0.0392378   1.36466286 -0.59440544 -0.76785676\n",
      " -1.32455207 -0.95358089 -0.98048058 -0.56360993  1.00603388 -0.54863566\n",
      " -0.51266128 -0.78042561 -0.19331616 -0.84497568 -0.4611247   0.72444028\n",
      " -1.92919645 -0.89706793 -0.65228319 -0.82972974 -0.85546113 -0.88058077\n",
      "  0.66474157  0.01035618  0.28229843  0.18844783 -0.75142913 -0.67591814\n",
      " -0.45054662 -0.64634995 -1.19231728 -0.78601575 -0.0193042  -0.87737803\n",
      "  0.667006   -0.82947148 -0.59674856 -2.05969138 -0.76350632  0.83184951\n",
      "  0.95928393 -0.49466836 -0.83343528 -0.44843401  0.23871426 -0.80309583\n",
      "  0.37373681 -1.0590773  -0.69490039 -0.87349237 -0.28031444 -0.40468355\n",
      " -1.80037525  0.51667023 -0.45868604 -0.92094409 -1.49041356 -0.75278834\n",
      " -0.73136922 -0.99937673 -0.61875424 -0.34624544  0.29487209 -0.75692793\n",
      "  0.19186561 -0.82176796 -0.85468103 -0.733151    0.44715782 -0.40183712\n",
      " -1.8304047  -0.32624719 -0.84749112 -0.85739099 -0.80537182  1.08567773\n",
      "  0.32522454 -0.68144375 -0.78122196  0.20707933  0.16192474  0.31896806\n",
      " -0.3587118  -0.49868278 -0.61182557  0.14536924 -0.05611328  0.38349272\n",
      " -0.62998653  0.90634229 -0.0043343  -0.16629157 -0.43307543 -0.79007543\n",
      " -0.01721294  0.8234328   1.15449186 -0.06066877  0.82493621 -0.44318904\n",
      " -0.6640017  -0.62262407  1.04710962 -1.04413709 -0.27688935  0.15083691\n",
      "  0.40288222 -0.8716862  -0.71063931  0.84781183 -0.72107256 -0.37384604\n",
      "  1.1877431  -0.97560355 -0.78541891  0.05812829 -1.01372254 -0.89429024\n",
      " -0.74384006  0.6816577   0.56251439 -0.48760835 -0.78472161 -0.73689237\n",
      " -0.78736406 -0.78366134  0.49938211  0.23658084 -0.34650307 -0.04689401\n",
      "  1.10728391 -0.24398902 -0.98481617 -0.81895142  0.36040514  1.08400656\n",
      " -0.85526996 -0.83662165 -0.34981029  1.19168792 -0.40374044 -0.1665579\n",
      " -0.73247133 -1.12372973 -0.69433941 -0.77574654 -0.07304592 -0.96946149\n",
      " -0.21607839 -0.6503333  -0.69174324 -0.441796   -1.00609083 -0.35881334\n",
      " -0.77910137  1.24083527  0.39793885 -0.70594176  0.52857269 -0.82612291\n",
      " -0.77663427 -0.33791568  0.61410662  0.85811076  1.23978454 -0.42721656\n",
      " -0.69936854 -1.43470161 -0.68883601 -0.2586357   0.2093569  -0.90204392\n",
      " -0.67797954  0.00778305 -0.93240785 -0.54960981 -0.79939802 -0.75211369\n",
      "  1.06787862 -0.36138616 -0.00850964  0.66372563 -0.08667795 -0.58743572\n",
      " -0.90891766 -0.03094989  0.240414    0.14031119 -0.56013573 -0.62895798\n",
      " -1.71646536  0.75711477  0.60209604 -0.55462073 -0.86899333 -0.92317871\n",
      "  0.49023598 -0.1605973  -0.44613701 -0.52001597  0.13924848  1.18910662\n",
      " -0.38598744  0.1413195   1.39025771 -0.79326442 -0.0765852   0.84032905\n",
      "  1.2130106   0.43169522 -0.52996711 -0.26545003  0.1090937  -0.16720642\n",
      "  1.21182567  1.00123395  0.6217504  -0.75380945  0.75766578 -0.89263852\n",
      " -1.25756541  1.36235139 -0.85310938 -0.76297308 -0.83755317  0.11089329\n",
      " -0.47678835  0.81066742 -0.74269133 -0.9763543  -0.92438306  0.9497556\n",
      " -0.94156538 -0.89229044 -0.66870874 -0.82750849 -0.83392561 -0.14887231\n",
      " -0.5286984   1.12434241 -0.63975772 -0.85585511 -0.82544394 -0.84853836\n",
      " -0.2916591  -0.1461821  -0.836118   -0.34459359 -0.34197345 -0.80846143\n",
      " -0.86242383 -0.79481859  0.13158543 -0.05760772 -0.57268361 -0.17165611\n",
      " -1.95716446  0.55867235 -1.81417033 -1.17687857 -0.270314   -0.59157643\n",
      "  0.29835395 -0.55146675 -0.74369368 -0.67957172  0.432853   -0.54664461\n",
      " -0.9249508   0.16782937 -0.82500111 -1.17335058 -0.64097794 -0.92693763\n",
      " -0.59826131  0.19333031 -0.86166083 -0.90094867  0.22316822 -0.23992015\n",
      " -0.81004698  0.71667277 -0.52504056 -0.74935654 -0.887198    0.35716587\n",
      " -0.35061933 -0.63010984  0.40689148  0.41777596 -0.62598592  0.1352014\n",
      "  0.62858239 -1.14977539 -0.65754358  0.68492263 -0.67880298 -0.55797493\n",
      " -0.73916878  0.13918306 -0.87245139 -0.4698332  -0.85639116  1.07279163\n",
      " -0.96672384 -0.89889347  0.7348697   0.40267976 -0.87773112 -0.83629186\n",
      " -0.5924968   0.06534994  0.09127595 -0.49853348 -0.86475845 -0.83576084\n",
      " -0.91498088  0.47188381  0.16184379 -0.58918545 -0.89726968  0.25032586\n",
      " -0.88449568 -0.79674426], 日期：2020-01-02 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2020-01-02 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1026, 唯一值数据[-1.44540399e+00 -2.83434590e-01 -7.30191286e-01  5.32117207e-01\n",
      "  1.44167265e+00 -2.38563430e-01  1.18729876e+00 -9.91435723e-01\n",
      " -5.73163424e-01 -6.39860319e-01 -9.06135967e-01 -7.87532993e-01\n",
      " -5.57624119e-01  1.27981706e+00 -4.12760074e-01 -4.21018926e-01\n",
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      " -7.89198708e-01 -8.22744011e-01 -8.28454741e-01 -8.56148826e-01\n",
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      " -6.75815575e-01 -6.43098804e-01  6.16721926e-01  8.11356597e-01\n",
      " -8.72129786e-01 -8.57688255e-01 -1.09104206e+00 -8.29605614e-01\n",
      " -1.48245852e+00 -8.20733509e-01 -1.01212334e+00 -1.04210648e+00\n",
      " -9.25160219e-01  5.73508203e-01 -5.76621795e-01 -9.01781962e-01\n",
      " -9.00954875e-01  8.72469280e-01 -8.47572918e-01  2.63383618e-01\n",
      " -9.51787045e-01  1.43104947e+00 -8.55560264e-01 -9.60280992e-01\n",
      " -9.96859738e-01], 日期：2020-02-07 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2020-02-07 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1024, 唯一值数据[-1.02329092e+00 -2.41158774e-01 -1.93807365e-01 -1.13988424e+00\n",
      " -1.18884503e+00 -6.89671687e-01  2.92261174e-01 -4.54773254e-01\n",
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      " -3.67955199e-01 -6.65358105e-01 -1.25745448e+00 -1.11310654e-01\n",
      " -8.46009517e-01  2.98462189e-01 -4.96558933e-01 -6.48102552e-01\n",
      " -4.20455270e-01 -3.24212216e-01 -1.01640920e+00  2.12283504e-02\n",
      " -7.82150798e-01 -8.61564862e-01 -4.79562318e-01 -6.25805492e-01\n",
      " -8.57099807e-01 -1.01523816e+00 -8.59108790e-01 -7.68375165e-01\n",
      " -1.01725444e+00  6.09523911e-01 -7.82860098e-01 -1.01882948e+00\n",
      " -9.11315436e-01  2.14970304e-01 -7.83565568e-01 -7.76595284e-01\n",
      " -1.20950669e+00 -1.06295100e+00  1.43182665e+00 -1.29985015e-01\n",
      "  1.03052475e+00 -9.51177026e-02 -4.68066096e-01  9.44837060e-01\n",
      " -6.81680018e-03 -6.39645926e-01 -9.19493498e-01 -2.97984998e-01\n",
      " -7.79426886e-01  1.43003156e+00 -6.05980251e-01 -6.63794978e-01\n",
      " -3.05255474e-01 -8.38954692e-01  3.46913593e-01 -4.34910682e-01\n",
      "  4.02314232e-01  6.09060707e-01  7.61796323e-01 -3.61218869e-01\n",
      "  9.14142937e-01 -8.74128003e-01 -6.92699257e-01 -8.03675017e-01\n",
      " -9.08765031e-01 -8.91780284e-01 -7.49361856e-01 -8.31746817e-01\n",
      " -5.26324264e-01  7.23819329e-02 -8.03376913e-01  1.00737290e+00\n",
      " -4.80781126e-01 -3.90882613e-02 -1.10229003e+00 -5.96330082e-01\n",
      " -8.28906491e-01  2.39465170e-01 -1.73834775e+00 -9.15494795e-01\n",
      " -7.62465214e-01 -8.33728282e-01  2.87548319e-01 -8.39224901e-01\n",
      " -7.91369775e-01 -5.73020917e-01 -2.61565947e-01 -8.08079202e-01\n",
      "  6.57510926e-02  4.67682088e-01 -4.05640401e-02 -1.10125014e+00\n",
      " -5.71150364e-01 -1.00792642e+00 -1.09822871e+00  6.17629778e-01\n",
      " -9.97850904e-02 -9.89872307e-01 -7.86599025e-01 -5.83660656e-01\n",
      "  1.27498309e-01 -9.33819588e-01 -5.76665900e-01 -7.13057251e-01\n",
      " -8.50862381e-01 -1.01769303e+00 -1.37703971e-01 -9.33527973e-01\n",
      " -8.06212639e-01 -7.61616274e-01 -7.83854263e-01 -7.85949388e-01\n",
      " -8.17427623e-01  1.37586241e-01  3.84082203e-01  1.56219569e-01\n",
      "  1.25071687e+00  6.83825746e-01  1.74155706e-01  8.63442771e-01\n",
      "  4.63677299e-01 -9.88695243e-01 -1.31170602e+00  1.78368548e-01], 日期：2020-04-03 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2020-04-03 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1021, 唯一值数据[-0.37824422 -0.65673219  1.49045186 -0.26016839 -0.70774528 -0.60069318\n",
      " -0.62817834 -0.67585287 -0.27226575 -0.8283892   0.76730859 -0.81833385\n",
      " -1.04809482 -1.55608237 -0.01241343  0.87159576 -0.26716674 -0.76730676\n",
      "  0.50667514  0.16252869 -0.19982292 -0.72113348 -0.87519921  0.34621538\n",
      "  0.1916702  -0.41924278 -0.26615537 -0.45128357 -0.29732063 -1.59037067\n",
      " -1.11895117  0.12244425 -0.76275883  0.14353025 -0.57888433 -0.78871051\n",
      " -0.59533204 -0.94500155  1.27606968  0.5914461  -0.80885149 -0.9573972\n",
      " -0.76792553 -0.27136791 -0.16496428 -0.78677826 -0.37932071 -0.58119473\n",
      "  0.32682116 -0.42955389 -2.03498337 -0.2753414  -0.5954399  -0.645869\n",
      " -0.79202164 -0.18839857 -1.7821384  -0.62136989 -0.03944956  1.04582241\n",
      "  0.1524117  -0.47280854 -1.8255892   1.20857789 -0.12929618 -0.24358669\n",
      " -1.21413505 -1.15268233 -0.68477561 -0.68219781 -1.8981237   0.07969757\n",
      "  0.35330584  1.2825648   0.05422786 -0.10228744 -0.72734392  0.42169813\n",
      " -0.93893164  0.17262929 -0.65379816  0.53233901 -1.45680772 -0.47069629\n",
      "  0.45253851  0.31744296 -0.88826218  0.27788843 -0.36823796 -1.29346931\n",
      "  0.0940207  -0.73438789  0.20948053 -0.49690617 -0.5785934   0.94908628\n",
      "  1.19634799 -0.60637939  1.17434456  0.35262379 -1.10344791 -0.26909604\n",
      " -0.95299267  0.40632147 -1.72324808  0.29481918 -0.57958398 -0.56818574\n",
      " -0.92749439 -0.53028897  0.62169336 -0.83188809 -1.06764197  0.62368001\n",
      " -0.47110468 -0.22294217 -0.56288356 -0.04299266  0.27664659 -0.20139089\n",
      " -0.26178499 -0.84285204 -0.49408568 -0.74459029 -0.17553418 -0.73211351\n",
      " -0.11293679  0.01489506 -0.06840745 -0.79858355 -0.7078078  -0.90386909\n",
      " -0.56131145 -0.56032005 -0.00958141  0.07096436 -0.52010951 -1.00076607\n",
      " -0.38400574  0.00986556 -1.11148573  0.85253136  1.14514791  1.25797041\n",
      " -0.95694718 -0.78873739  1.25679976 -0.92560609 -0.71143535 -0.80710021\n",
      " -0.76813645 -0.81683446 -0.03890458 -0.78774091  0.29616758 -0.33621692\n",
      " -1.23586551 -1.16613669 -0.70405836 -0.70968795 -0.54611927 -0.80222121\n",
      " -1.10829609 -0.47574878 -0.80640326 -0.25254288 -0.67812996 -0.67832304\n",
      "  0.22667353 -0.19839335 -1.10187054 -0.81515139 -0.44425267 -0.79444446\n",
      " -1.01991668 -0.46887997 -0.6636763  -0.03975503 -0.66684009  1.48170288\n",
      "  0.75526824 -1.19140196 -0.46895803 -0.65329278  0.31232328 -0.93438733\n",
      " -0.32515035 -0.75196162 -0.58748154  0.34985755  0.38047088  0.60721241\n",
      "  0.85800478  0.05195253 -1.03389433 -0.61668769  0.4856981  -0.64687347\n",
      " -0.06076221 -1.12027772 -0.40307249  0.7389455  -0.65415069  0.10034941\n",
      "  0.06418704  1.14932833 -0.8014591  -0.35440321  0.37242308 -1.04634477\n",
      " -0.22706332 -0.24805982  0.73230268 -0.99866761 -1.87575686 -0.15974823\n",
      " -0.49629665 -0.15635669 -0.7606905  -0.85679868 -0.77171876  0.31703929\n",
      "  0.24508816 -0.9872213  -1.79458188  1.40151236 -0.38040598  0.59744615\n",
      " -0.20663899 -1.03550789 -0.37159776 -0.52899267 -0.49313786 -0.63253757\n",
      "  0.69215387 -0.87498095 -0.23194646 -0.4496308  -1.0337308  -0.38143172\n",
      "  0.78239152 -0.26761584 -0.04178252 -0.90884779 -0.76448709  0.25787449\n",
      " -1.54195269 -0.76653974  0.61578569 -0.83587415 -0.37933867 -0.66551334\n",
      " -0.74929059  0.94270162 -0.48064043 -0.68992523 -0.69972159 -0.53976\n",
      " -0.77736092  1.37498735 -0.77545325  0.00707406  0.35447852 -0.0148792\n",
      " -0.77453934 -0.89616409 -0.45522023 -0.78606328 -0.78330908 -0.60464745\n",
      " -0.81271783 -0.79494291 -0.63970101  0.14292551 -0.23676943 -0.70872161\n",
      " -0.77793251 -1.13731852 -0.02117368 -0.47284287 -0.86607547 -0.51327574\n",
      " -0.79196508  1.1314523   0.45717951  0.84392688 -0.38992227  0.08402357\n",
      " -0.97825868  0.4703718  -1.00190994 -0.70100645 -0.20393539 -0.66935967\n",
      " -1.15260763  0.44319594 -0.25609693  0.36894164  0.39257187 -0.29759556\n",
      " -0.17560985 -1.11619263  0.60328892  1.05778652  1.07313773 -0.74248477\n",
      " -0.19792869 -0.72427306 -0.2742603  -1.86293277 -0.68017005 -1.03482016\n",
      " -0.70519896 -0.26858993 -0.08299212  1.07005543  0.95128678  1.24529828\n",
      "  0.28515097 -0.60119927 -0.10885469  1.14071622  0.75697243 -0.71642512\n",
      " -1.08496399 -0.79263348  0.06036746 -0.82444457  0.48612136 -1.78566293\n",
      "  1.31426712  0.84587027 -0.65362863 -0.49084983  0.16368409 -0.34162744\n",
      " -0.77526708 -0.50793715  0.22891996 -0.64174333 -0.03495435 -0.81713202\n",
      "  0.39349693 -0.48912074  0.40649754 -0.80899548  1.16707722 -0.96536761\n",
      " -0.76494701  0.76384257 -0.11583836 -1.06477744 -0.64176967 -0.82467745\n",
      " -0.77109865  1.18821588 -0.56080246 -0.46073334 -0.6852049  -1.05088366\n",
      " -0.51717846  0.98268109 -0.74065683 -1.32857265 -0.75337846 -0.15125227\n",
      "  1.0835918  -0.33861221 -0.28653533 -0.49849868  1.36984852 -0.37915479\n",
      "  0.70419564 -1.90179044 -0.32213813 -1.37674904 -0.42907624  0.6457104\n",
      " -1.98367433 -0.78247698  0.33662129 -0.55622662  0.06993734  0.21664883\n",
      " -1.08976188  1.35890843  0.34064824 -0.53082005  0.39793003 -1.51398729\n",
      "  1.06166763 -1.11536937  0.36260159 -0.64808835 -0.77815403 -0.85983829\n",
      " -1.01870168 -1.21654182  0.53527272 -1.08935842 -0.36487408 -0.58581791\n",
      " -0.64704377 -0.32241058 -1.60727501 -0.24095278 -0.63738119  0.38939214\n",
      " -0.68025083  0.91393497 -1.40885945 -0.90001953 -0.29763032  1.47626244\n",
      " -1.67503897  1.03448033 -0.54994306 -1.00503558  0.26887159 -1.67913677\n",
      " -0.50330133  0.63958747 -1.08930075 -0.8686154  -0.70225316  0.23782021\n",
      " -0.66256938 -0.26185973 -0.54233652  0.04148773 -0.5991816   0.28507375\n",
      "  0.50773753 -0.71872553 -0.60215658 -0.94571571 -0.7359403  -0.43860603\n",
      " -0.27991512 -0.73127564 -1.16051743 -0.71317351 -0.74367302 -1.11177786\n",
      " -1.25909926 -0.87001842 -0.64267509 -0.7970229  -1.24130799 -0.75965183\n",
      "  0.19664713 -0.94401208  0.44031383 -0.26722725 -0.30677455  1.31484836\n",
      " -0.78008631 -0.75489509 -0.08760374 -0.66695089 -0.64574904 -0.83583883\n",
      " -0.78204689 -0.78460154 -0.74883728 -0.40326728 -0.76099891 -0.71545874\n",
      "  0.08630715  1.2222962  -0.75631043 -0.22290622  0.67963742 -0.44087757\n",
      " -0.27384902 -0.37988503  0.9682764   0.57752371  0.1518879   0.37709574\n",
      "  0.54577449 -0.74734093  0.30210282  1.26623746 -0.67640483 -0.73421939\n",
      "  0.40543763 -0.33651437 -0.66362911 -0.60549484  0.81614504  0.1538258\n",
      " -0.69154704  0.35706318 -0.47229864 -1.54396089 -0.0265197  -0.80551977\n",
      " -1.1258996  -0.55953934  0.19221704  0.48736    -0.63024937 -0.47905167\n",
      " -0.12466599  0.35049696  1.19109994 -0.46730136 -1.13386373 -0.56388252\n",
      " -0.77292794  0.19283437 -0.74973399 -0.75126202 -1.23911954  0.80043972\n",
      " -0.78281539 -0.20852191 -0.80882087 -0.80849643 -0.61360347 -0.63525733\n",
      "  0.95697191  0.22034385 -0.32662368 -0.2900357  -0.72917055  0.60102937\n",
      " -0.69908669  0.11818146 -0.77090951 -0.94218714 -0.45780325 -0.69565393\n",
      " -0.33161603  0.3014909  -0.9287107  -0.11286981 -0.79106267 -0.81012865\n",
      " -0.05325231  0.78929163 -0.31191732  1.18757541 -0.90407162  0.82168034\n",
      " -0.18241235  0.16738691 -0.40944985 -0.4052024  -0.69909401 -0.3099812\n",
      " -0.04541242 -0.45485074 -0.38150074 -0.69320704 -0.68764962  0.73578252\n",
      " -1.24535879 -0.77983715 -1.28013578 -0.50068885  0.58697488 -1.44024694\n",
      " -1.80921522 -0.59685003  0.5193634  -0.67039129 -0.70259895 -0.47442886\n",
      " -0.36836067 -0.64230192  1.28194242 -1.32452278 -0.59168694 -0.77107001\n",
      " -0.75593356 -0.05544935 -0.90682616  0.10857629 -1.26612305  0.64024452\n",
      "  0.56029515  1.06720861  0.31551392 -0.15460267  1.19579033 -0.76419181\n",
      "  0.60563598 -1.10834837 -0.70930774 -0.51649021 -0.66908058 -1.67610545\n",
      "  0.73078768  0.92542457 -0.2167484  -0.77438613 -0.07804755 -0.38262799\n",
      "  0.13788137 -0.73224484 -0.78828742 -0.39029588 -0.23944306 -0.58100422\n",
      "  0.25530295  0.72955391 -0.62651497 -0.73410315 -0.87984596 -0.49014931\n",
      " -0.71813114 -0.9783041  -0.72923903  0.14361031 -0.26671259 -0.54741889\n",
      " -0.88604446  0.82739083 -0.67071109 -0.11796603  0.76958126  0.61335503\n",
      " -0.84609887 -0.91429341 -0.10152609  1.16229693  0.15311786  0.08890626\n",
      " -0.43121189 -0.5153906   0.18967104 -0.23994252 -0.68723964 -0.36444143\n",
      " -0.37575429  0.234584   -1.15164028 -0.00815454 -0.6191183  -0.49933375\n",
      " -0.22869717 -0.96396281  0.95084916  0.34852918 -0.55429149  1.30400809\n",
      " -0.90783152 -1.26231494  0.09670076  1.35222056  0.67367541 -0.51552115\n",
      "  0.04637502 -0.66135502 -0.10835022  0.90834133 -0.14056321 -0.98765856\n",
      "  0.17241012 -1.19375363 -0.16622154 -0.63374866 -1.79419143  0.16270459\n",
      "  1.01205719 -0.62279241 -1.19415343 -0.10473419  0.31912481 -0.85857837\n",
      " -0.64580158 -0.73348362 -1.51598826 -0.7737317  -0.48476559 -1.07209551\n",
      " -0.66605089 -0.20508542  0.36000558  0.17593704  0.36830525 -0.37047925\n",
      " -0.26666888 -0.70750528 -0.38046516  1.4721306  -0.67872966 -0.79612134\n",
      " -0.82280719  0.60242592 -0.28153207 -0.78772321 -1.23306226 -0.94914227\n",
      "  0.1349724  -0.59920084 -0.78418783 -1.24344731 -1.03154725 -0.66666758\n",
      " -0.49970802 -0.68339934 -0.82684103 -0.09214655  0.1426911  -0.78912037\n",
      "  1.04446097 -0.66898465  1.05878516  0.53218528 -0.80438843  0.53427664\n",
      " -0.29510502 -0.56317634 -1.09838862 -0.69344936 -0.29490079 -0.21421826\n",
      " -0.76124184 -0.90430348 -0.79167878 -0.94463517 -0.67159001  1.15517855\n",
      " -0.80419035 -0.67915551 -0.6992458  -0.81753407 -0.84195397 -0.87298026\n",
      " -0.77593962  0.36851032 -0.48767723 -0.76123016 -0.18154084 -0.0434903\n",
      " -0.85481842 -0.63562501  0.08747718 -0.72399294 -0.44014241 -0.63446418\n",
      " -0.71780395  0.69016774  0.12973792  0.39535096 -0.52628586 -0.19980196\n",
      " -0.63677364 -0.73303677 -0.75097337 -0.76914048 -0.11794679 -0.36641878\n",
      " -0.86709809 -0.48959169 -0.5856216  -0.84741875 -0.79162453 -0.38213558\n",
      " -0.34057213 -0.26970051 -0.807665   -0.49899224  0.18715083 -0.76658078\n",
      " -0.21781554 -0.3385079  -1.15337165 -0.5501464  -0.767746   -0.30088329\n",
      " -0.63338247 -1.12285613 -0.79325511], 日期：2020-05-07 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2020-05-07 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1022, 唯一值数据[-4.24218070e-01  1.48891012e+00 -4.93900567e-01  2.05569651e-01\n",
      " -7.26931297e-01 -1.88243059e-01  9.78446127e-01 -2.91030017e-01\n",
      " -1.67339224e-01  3.28363196e-01 -7.33579301e-01 -2.67691808e-01\n",
      " -4.41119968e-02  2.65724486e-01 -3.53985055e-01 -1.13325962e+00\n",
      "  3.30064873e-01 -4.82544950e-01 -2.13332245e-01  6.19480375e-01\n",
      " -5.98982187e-01 -6.71038672e-01  7.53750605e-01  2.22423590e-01\n",
      " -8.87669745e-01  1.04103303e+00 -9.17888571e-01 -7.78933617e-01\n",
      " -7.72116943e-01 -7.42264541e-01 -1.48354271e+00 -3.76785027e-01\n",
      " -6.02326679e-01  8.68172741e-01  6.57673301e-01 -4.34494588e-01\n",
      " -5.32675301e-01 -3.00876127e-02 -4.51470043e-02  1.44484481e+00\n",
      " -1.47415596e-01 -7.27903147e-01 -7.67069596e-01  3.81586006e-02\n",
      "  7.97575468e-01 -1.01543821e+00 -1.49395225e-01 -6.22172771e-01\n",
      " -6.53788094e-01 -6.43323417e-01 -7.16388763e-02 -5.55006017e-01\n",
      " -8.45723845e-01 -7.33140030e-01  5.13281927e-01 -5.80118299e-01\n",
      " -1.62411625e-02 -1.57677951e+00 -1.67466890e+00 -1.27456103e+00\n",
      " -2.05095809e+00 -3.73589922e-01  3.96093351e-01 -1.12292628e+00\n",
      " -1.80400940e-01 -4.78706318e-01 -6.42023270e-01 -5.51474942e-01\n",
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      " -4.09789760e-01 -6.84185451e-01 -3.89411236e-01 -6.18251319e-01\n",
      " -5.92017204e-01 -1.17659773e+00 -1.65317419e-01 -5.31600652e-01\n",
      "  5.80363510e-01 -7.11457214e-01 -8.18504155e-01 -4.71595388e-01\n",
      " -5.29189939e-01 -1.56482012e-01 -8.21064109e-01  4.33477615e-01\n",
      " -2.72654769e-01 -6.88609567e-01  1.19969510e-01 -1.02100161e+00\n",
      " -6.09162908e-01  9.01832560e-01 -2.95632498e-01 -9.60017689e-01\n",
      " -3.34454200e-01 -4.26896380e-01 -9.16904257e-01 -6.43921729e-01\n",
      "  4.33583257e-02 -5.79303282e-01 -1.70690616e-01  1.99456025e-01\n",
      " -5.19092672e-01 -3.82323717e-02 -1.52931800e-01 -4.64392817e-01\n",
      " -7.17373925e-01 -9.96948831e-01  1.16632363e+00  9.11775364e-01\n",
      "  5.39959033e-01 -6.48958944e-01 -7.13287335e-01 -5.62339871e-01\n",
      " -6.62869689e-01 -5.08297649e-01 -3.07314593e-01 -4.89269660e-01\n",
      " -7.67172041e-01  4.89487858e-01 -5.54574819e-01 -1.09777160e+00\n",
      " -2.08306195e-01 -4.79897626e-01 -1.02120854e+00 -1.15398999e+00\n",
      "  8.65987753e-01  1.14090291e+00 -3.23540794e-01 -4.89834613e-01\n",
      " -6.39152293e-01], 日期：2021-01-27 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2021-01-27 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1025, 唯一值数据[-1.21504475 -1.29042559 -0.45327231  0.3109647  -0.70828988  0.01338938\n",
      " -1.10184398  0.74199532 -0.80336652 -0.65563099 -0.82807483  1.51179968\n",
      "  0.24373121 -0.65447507 -0.81470859 -1.51915374 -0.65714389 -0.90523959\n",
      " -0.80427124  1.15593902 -0.90494385 -0.70151558 -0.81697293  0.03343058\n",
      "  0.80550415  0.97660524  0.54985573 -0.51004901 -0.02039822 -0.65758637\n",
      " -1.9588431  -0.70414882 -0.779039   -0.93151288  0.27110303  0.26634494\n",
      " -0.70022072  0.32285951  0.12493413  0.30666266 -0.09367419  0.56917518\n",
      " -1.03965143 -0.61250066 -1.09800206 -0.83393921  0.08997901  0.07577065\n",
      " -0.72021052  0.73515334 -0.82426069 -1.10641913 -1.02148174  0.16997662\n",
      " -0.95592823 -0.89640917 -0.25874054 -0.81916634  0.07441844 -0.85419548\n",
      " -0.42645671 -1.04934406 -1.18462272 -0.94085905 -0.59558169 -0.11987517\n",
      " -0.58174331 -0.58953436 -0.56247101  0.13023656 -0.58111117 -0.33920116\n",
      " -0.05903189  0.61249771 -0.67228819 -0.45236474 -0.84435829 -0.77654183\n",
      " -0.86950154 -1.00372662 -0.81055087 -0.81688385  0.42089445 -1.07751785\n",
      "  1.27913919  0.74992252 -0.86290443 -0.7152285   0.03004464 -0.61946043\n",
      " -0.70906179 -0.29911561 -0.80932877 -0.60085506 -1.54406477 -0.46047286\n",
      " -0.81127743 -0.72920006 -0.79460554 -0.64234867 -0.76621832 -0.33541115\n",
      " -1.16303542 -0.81071643  0.89229813 -0.73727322  0.0421439  -1.39112608\n",
      "  0.16865099  0.16877834 -0.38790276  0.59615439  1.36183038 -0.04645151\n",
      " -0.44281839 -0.4279061  -0.46429642  0.97215492 -1.16052177  0.10559438\n",
      "  0.79695997 -0.75812129 -0.81469657 -0.84581624 -0.79512679 -0.78173663\n",
      " -0.95998715 -0.900633   -0.29635434 -0.92719897 -0.88327088 -1.02136946\n",
      " -0.72302203  1.19626138 -0.77906782  0.66001851 -0.58047027 -0.06617499\n",
      "  0.14186302 -0.62923176 -2.14511727 -0.68655461 -0.90346192 -0.72546936\n",
      " -1.07883799  0.18151743  0.70975008 -0.65496914  0.2666152  -0.96477349\n",
      " -0.87746664 -0.93274224 -0.70114422 -0.32761976 -0.15683594 -1.06168181\n",
      "  0.04554868 -1.01060152  0.09563163 -0.79328973 -0.76559916 -0.86644238\n",
      " -0.45616108 -0.1431828  -1.38174576 -0.03789904 -0.46919696 -0.01261139\n",
      " -0.99865381 -0.34621317 -0.52180489 -0.51199672 -0.92614495 -1.23173196\n",
      " -0.20484392 -0.89238642  0.12042437 -0.60403758 -0.3111561  -0.48672943\n",
      " -0.80399294  1.05533966 -0.77320987 -0.43381875 -0.07188508  1.37371527\n",
      " -0.12903725 -0.74514453 -0.02264451 -0.51287061 -1.04277819 -1.76680164\n",
      "  0.82975856  0.67182429 -0.87387869 -0.47242154 -0.81329436 -0.92695512\n",
      " -0.16995657 -0.28358284 -0.73448778 -0.58203745 -0.68727763 -0.69552447\n",
      " -0.46988001 -0.18895829 -1.08794475  1.1290015   0.21714114 -0.75352413\n",
      " -1.20381244 -0.09150101 -0.81829547 -0.19203064 -0.77716586  0.22587858\n",
      " -0.62874321 -0.6346939   0.44904273 -0.84339536  0.08303372 -1.99412883\n",
      " -1.03383453 -0.76431544  0.18020845  0.32850193  0.81900969 -0.47659971\n",
      " -0.67700595 -0.89991544 -0.82193706 -0.43168066 -0.72539964  0.72425337\n",
      " -1.0393978  -0.18360334 -0.54739     0.4825922  -0.7811754  -0.63727731\n",
      "  1.46616805  0.08319602 -0.79171253 -1.13854102 -1.04000712 -0.71698337\n",
      " -0.55147685 -0.41924815  0.7375206  -1.13283975 -1.01280404 -0.15297866\n",
      " -0.77032764  0.23631522  0.02707633  1.42624694 -0.98379254  0.30013063\n",
      "  0.1639579  -0.84322748 -0.51732043  0.43945655 -0.39508418 -0.97633545\n",
      "  0.06053833 -1.24028289 -0.82578659 -0.73406131 -0.81497715 -0.76690432\n",
      " -0.83525379 -0.53265359 -0.80687311 -0.35643872  0.23426829  0.44126763\n",
      " -0.46014407 -0.387732   -0.47275103  1.32860378  1.14310581  0.77621976\n",
      " -0.8020234   0.10080999 -0.8342496  -0.77285886 -0.65184505 -0.65996001\n",
      " -0.876065    0.39072928 -0.51639801  0.08548818 -0.61820141 -0.70103061\n",
      "  1.33943767 -1.13724186  0.06166825 -0.79512783 -0.01766959 -0.65395203\n",
      " -0.0975733  -0.79792563 -0.50009998  0.13257933 -0.64051089 -0.59336543\n",
      "  0.09551875 -0.80414945 -0.70900395 -0.64111647 -0.90759746 -0.097899\n",
      " -1.02654652 -0.88804474 -0.69928591 -0.74652901 -0.06127576 -1.18236975\n",
      " -0.07461636 -0.37392197 -0.78957851 -0.79044105 -0.71402892  0.82175853\n",
      " -1.102769   -0.43252516 -0.79966667 -0.31088457  1.16941653 -0.14558715\n",
      " -0.33092914 -0.92893317 -1.06036141 -1.00224276 -0.65816721  0.1819671\n",
      " -1.16873955  0.64825951 -1.52195488  1.279559   -0.04904665 -0.5354893\n",
      "  1.2190741  -0.53089613  1.07729399 -1.77487403 -0.76602245 -0.34392365\n",
      " -0.97082591 -0.73656062  1.06287454 -0.2606259   0.75125771 -0.99307669\n",
      " -0.86572448  0.27865529 -0.68539065 -1.84002909  1.03082201 -0.76208531\n",
      " -0.90984178 -0.86141555 -0.3998795  -0.77703691 -0.95924269  0.61598059\n",
      "  0.75994226 -0.80877076 -0.46731534 -0.73566867 -0.53463596 -0.80072296\n",
      " -1.09006193 -0.52599586  0.62114594  0.45517869 -1.18341374  1.34157262\n",
      " -0.83165931 -1.15228837 -0.72298366  0.2331299  -1.18208789 -0.65242967\n",
      " -0.94894522 -1.15262981 -0.60710365  0.32019296  0.45639573  0.33457891\n",
      " -0.85273266  0.48629883 -0.00827384 -1.64186404 -0.91649507 -1.15136627\n",
      "  0.04486015 -0.93744096 -0.57808518 -1.00286318  0.76801274 -0.65665434\n",
      " -0.77124532 -0.79607728 -0.39188475  1.16228818 -0.36034621 -0.0762604\n",
      "  0.78477524  0.36002131 -1.03455576 -1.4296015   0.69073111 -0.3137127\n",
      " -0.2357658   0.1383602   0.57042389  0.18352767 -0.13678254 -1.40132014\n",
      " -0.29507563  0.55122296 -0.42164048 -0.39688984 -1.69641196 -0.82276306\n",
      " -0.82367501  0.38768532 -0.21492783 -0.47508434  0.27375438  0.08855726\n",
      " -0.44185905 -0.31677581 -0.76543224 -1.32966272  0.03762448 -0.83248843\n",
      " -0.10772658  0.93447727 -0.61325337 -0.6939355   0.91217303 -0.65625566\n",
      " -1.18680528  0.25555593  0.39572631 -0.84382646  1.19502432 -0.30366988\n",
      " -0.15465661 -1.1901446  -0.76948595 -0.91990105 -0.63080879 -0.62752365\n",
      " -1.00188452 -0.32450849  0.85931111 -0.20807347 -0.85721835  1.12949104\n",
      "  0.92077984 -1.06931317 -0.19072486  0.1673452  -0.76640133 -1.02748695\n",
      " -0.86321824 -1.63616309  1.45849882  0.16337933 -1.69053406 -0.62275171\n",
      " -0.31954249 -0.54855447  0.37319769  0.79396662 -0.32980523  0.40655892\n",
      " -1.16598746 -0.85153987 -0.75551883 -0.109978   -0.78791544  0.19361432\n",
      " -0.72617766 -1.0028041  -0.26435611 -0.7787378  -0.92892097 -1.79172491\n",
      "  0.89177363 -0.31665879 -0.61936476  0.82741479 -0.88971901  1.43505001\n",
      " -0.14309214 -0.53119049 -0.61619287 -0.27444061 -0.27212779 -0.44673088\n",
      " -0.69156657 -0.17701196 -0.48004455 -0.77313333 -0.77568753 -0.64978827\n",
      " -1.01951478 -0.75983353 -1.81444432  0.00696467 -1.0014379  -0.57942473\n",
      "  0.15243157 -1.86957018 -0.94767261 -0.05594274 -0.7211755  -0.73928575\n",
      " -0.55807474  1.03266786  0.4547576  -0.77254332 -1.47508601 -0.88795929\n",
      " -0.71472004  0.97345734  1.00107611 -1.30773224 -1.48238891  0.78069721\n",
      " -0.04022288 -0.83442977 -0.70945093  0.26619957 -0.78706076 -0.80595484\n",
      " -0.18181947  0.62387739 -0.48787137  0.09620337  0.57421427 -0.59781559\n",
      " -0.51573064 -0.62664741 -1.06441715 -1.23227508 -0.20097963 -0.72888109\n",
      " -0.6843311  -0.17052208  0.53595477 -0.58001853  0.13203553 -0.83786025\n",
      " -0.47634882  0.1132201  -0.5215273   1.27179966 -0.20131361  1.18097262\n",
      " -0.97621705  0.39752446  1.19086784 -0.16774515 -1.25601618  0.59525823\n",
      " -1.11472425  0.90450653 -0.61721142  1.3608675   0.59471999 -0.87401167\n",
      " -1.78548053 -0.26010882 -0.74098965 -0.31668091 -1.17417925 -0.80897691\n",
      " -0.35056947  0.87199741 -0.72648774 -0.00570533 -0.10099379  0.8247131\n",
      "  0.29558391 -0.74905418 -0.99638655 -0.95950444 -0.49616079 -1.13910177\n",
      " -0.94687543  0.02537157 -1.00380904  0.07398106 -1.63806875 -1.40661934\n",
      "  0.60416807  1.25179058 -1.25285116  0.85915072 -0.26998146 -1.36375841\n",
      "  1.06499839  0.07161753  0.31570731 -0.71288558 -1.27096928 -0.53075037\n",
      "  0.02567551 -0.73338969 -1.34031815  0.1290279  -1.08543044  0.9376807\n",
      " -0.8064581  -0.94604152 -1.29691747 -0.86504956 -1.50311655 -0.93270843\n",
      " -0.1509904   1.26136629 -0.6571731   0.57835819 -0.99190711 -0.01516944\n",
      " -0.87950324 -1.2230663  -1.50544435  0.38053914 -1.24313309  0.37711533\n",
      " -0.73788386 -1.03278983  0.47664193 -0.82931237 -1.01615878  0.31557842\n",
      " -1.31028497 -0.49355086 -0.67244248 -1.42990157 -0.38464635 -0.68119162\n",
      "  0.46656694 -0.19266592 -0.34628308 -1.00070742 -0.53447261 -0.92205523\n",
      " -0.80420819 -0.25712335 -1.36233387 -0.95728449 -0.35864363  0.50872759\n",
      " -0.98776556 -0.80072139  1.20939062 -0.4738919  -0.648579    1.32670295\n",
      " -0.9172203  -1.22049979  1.38322416  0.8011789   1.20205837  0.15732628\n",
      " -1.120481   -0.34820785 -1.30165699 -1.17558487 -0.78308984  0.62914177\n",
      " -0.27036086  0.92129651 -0.74061741 -0.50852121 -1.41269941  0.14922877\n",
      " -0.6145957  -0.80516984 -0.72460097 -0.53217934 -0.64640713 -0.01355862\n",
      "  0.15072899 -0.79193902  1.50739304 -0.46931182  1.38757636 -0.81444287\n",
      " -0.4261827   0.65438947  0.04015513 -0.50647073 -0.45694348 -0.80621604\n",
      " -0.77091716 -1.14359449 -1.82142311  0.97916894  0.26138486 -1.01501043\n",
      " -0.62342477 -0.86196576  0.80578397  0.61086085 -0.57867831 -0.09411022\n",
      " -0.60105373  1.29722267 -0.03305011  0.28415798  1.45556719 -0.22381573\n",
      " -0.54995048 -0.9012831  -0.02602244 -1.13451559 -0.19638011 -1.01225028\n",
      "  0.40435179 -0.7868371  -1.74598506 -0.64302916 -0.89435223  1.01886284\n",
      " -0.83236868  0.52096403 -0.78439382 -0.075145   -0.80827395 -1.29415639\n",
      " -0.72929768 -0.81215232 -0.94685206 -0.43257971 -0.68514835  0.15518951\n",
      " -0.64047347 -0.66062939 -0.87954209 -1.03687821 -0.40877373 -0.75503223\n",
      "  1.21801673 -0.33315581  0.38669959 -0.87942991  0.96754366 -0.64596822\n",
      " -1.00707754 -0.44576479 -0.81380793 -0.26040698 -0.67412218  0.69165613\n",
      " -0.22527918 -0.61925976 -0.56040679 -0.2296727  -0.92604509 -0.89867733\n",
      " -0.78208063  0.09781364  0.33189515 -1.20980495 -0.52280528 -0.09588138\n",
      "  1.02966614 -0.95082723 -0.7130363  -0.6996801  -0.54772132 -0.0544144\n",
      " -0.15104701 -0.92274028 -1.18596886  0.32761505 -0.56061815 -0.88006021\n",
      "  1.20683384  0.0212342  -0.89021063  0.55884731 -0.588625   -0.50249629\n",
      " -0.32672992], 日期：2021-06-30 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2021-06-30 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1023, 唯一值数据[ 0.03101913  1.47377293  0.06279612 -0.31836545 -0.82946039 -0.11641035\n",
      "  0.20545306 -0.24407821 -0.80440208  0.27990654  1.05608714 -0.605473\n",
      " -0.54806081 -0.83600647 -0.48750077 -0.48591355 -0.32176979 -0.76944665\n",
      "  0.09530486 -0.9193033  -0.75369147 -0.7282393  -0.79986082 -0.58144804\n",
      " -0.51940655 -0.01020213 -0.1608409  -0.84977287 -0.45756396  0.21911045\n",
      " -0.01098533 -0.7487393   1.17505735 -0.42060044 -0.64498939 -0.70307158\n",
      " -0.50869293 -0.75693805  0.08587703 -0.70916893  0.9674164  -0.66114928\n",
      " -1.45058274 -0.97334704  1.00946811 -0.12437005  0.77798703 -0.64300523\n",
      " -0.78352556 -0.68741112 -0.36183277 -1.10701772 -0.41900076 -1.03116249\n",
      " -0.60218309  0.36563456  1.09897124 -0.7509528  -0.45989369 -0.66564114\n",
      "  1.28581332 -1.53512092  1.3163191   0.09890842 -0.5534006  -0.21504683\n",
      " -0.58705532 -0.40960252 -2.09728557  0.32077287 -0.15090911 -1.05981787\n",
      " -0.46802699 -0.98337726 -0.41170474 -0.56107646 -0.32018336 -1.012515\n",
      "  0.68935113 -0.81497822  1.27507029 -0.60696947 -0.61564285 -0.65461822\n",
      " -0.35677142 -0.51589121  0.56517853  0.45746836  0.32107254 -0.36110264\n",
      " -1.36444614 -0.7386726   1.08169206 -1.23813935 -1.0473985  -0.12306619\n",
      "  0.13778735  1.39633364  0.92637893 -1.01505269 -0.31175632 -1.07861411\n",
      " -1.13620291 -0.38909061  0.84811524  0.04141249 -0.90693274  0.16969667\n",
      " -0.25776996 -0.14605704  0.01427956 -0.46911633 -0.6553125  -0.45688606\n",
      " -0.59630369 -0.60432935 -0.79856176 -0.56133229 -0.76094196 -0.61137848\n",
      "  0.06522305 -0.27390172 -0.75887241 -0.68216793 -0.84396065 -0.60048697\n",
      " -0.78748245  0.37318261 -0.81567285 -0.8741202  -0.65916663  0.06407794\n",
      " -0.9550255   0.06613138 -0.73632373 -0.93727706 -0.80910783 -0.72633369\n",
      "  0.50463826 -0.89316964 -0.08257478  0.30426474 -1.44386053  0.13178725\n",
      " -0.39320174  0.30727796  0.93970423 -0.70973234 -0.87663716  1.22959742\n",
      " -0.26539831 -0.74197329  1.32977438 -0.67934557  0.08688341 -0.56412821\n",
      " -0.92808055 -0.58162118 -0.70342415  1.30162219 -0.51188772 -0.72998873\n",
      "  0.05152677 -0.75236399 -0.77419195  0.20843371 -1.33556982  0.51952091\n",
      " -1.07883336 -0.74196664 -0.80102096 -1.08194216 -0.47089607 -0.60310571\n",
      " -0.79042942 -0.9081493  -0.06104079 -0.22178545 -0.47098367 -0.08543209\n",
      " -0.77259314  0.13637142 -0.57847129 -0.35747379 -0.61034045 -0.82817794\n",
      "  0.98256678 -0.81024335 -1.02413153 -0.98127615 -0.71280232  0.16237163\n",
      "  0.65559729 -0.74936381  0.32012742 -0.72713355 -0.69566756  0.53122266\n",
      " -1.28238996 -0.7406727   1.00625667 -0.62478094 -0.7069491  -0.67057399\n",
      " -0.64109533 -0.78991332 -0.54068639  0.17632318 -0.70372869 -0.7455997\n",
      "  0.55184683 -0.56263678 -0.70536841 -0.04013572 -0.72975964 -0.28177739\n",
      " -0.7609639   0.64273032 -0.75776215 -1.04249495  1.14930332  0.08115883\n",
      " -0.76721076 -0.05391243 -0.743582   -0.77300317 -1.07819342 -0.09807532\n",
      " -0.64425724 -0.32979869 -0.26056248  0.34869848 -0.6094715  -0.45743673\n",
      " -0.09198032 -0.52315867 -0.45392756  1.19157706  0.1722394   0.80175034\n",
      " -0.70470704  1.32133746 -0.01855429 -0.7336921  -1.13182975 -0.77278107\n",
      " -0.32843094 -0.71552507  0.05361643 -0.48571364 -0.7254791   0.83766086\n",
      " -0.77735129 -0.72207519  0.40877531  0.39427702 -0.75871434 -0.90234774\n",
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      " -0.2393344   0.33275995 -1.38289616 -0.33167288 -1.13010017 -0.17279281\n",
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      " -1.09587681 -1.0062774  -1.02223099 -1.68358405 -0.99630652 -0.2444079\n",
      "  1.09745215 -0.95358677  0.45844621  0.31520411 -0.62208874 -0.68677429\n",
      " -0.82663343 -0.74690422 -1.37084814 -0.83783893 -0.10789247 -0.49877452\n",
      " -0.76236999 -1.29115333 -0.56887349  0.95659833 -0.64441316 -0.87813444\n",
      " -1.01129892 -0.63895573 -0.79313054 -0.36374297 -1.11702932 -0.66454773\n",
      "  0.41204128 -0.98152353 -0.8728588  -0.3996364  -0.98589002 -1.23835588\n",
      " -1.78550327 -0.70702022 -0.87812857  0.07379271  0.25253294  0.58706296\n",
      " -0.75285745  0.86651903  0.07813637 -0.56444387  0.02309792 -0.40359587\n",
      " -0.47237774  0.76619508  0.31417561 -0.54065796 -1.25847138 -0.94587303\n",
      "  0.7764715  -1.30026033  0.18368565 -0.69634496  0.10928541 -0.05305795\n",
      " -0.28696459  0.34085855 -0.64296465 -0.44939585  0.0220182  -0.99375864\n",
      "  0.07269784 -0.93321104  0.62334746  1.10467403 -1.31207283 -0.33119518\n",
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      " -0.65977878  0.56635646 -0.84761656  0.5864291  -0.87653788  1.21411139\n",
      " -0.5111324  -0.70677915  0.2853535   0.65432908 -1.06673193 -0.90503707\n",
      " -0.69275803 -0.5463398   0.09030562  0.57348442 -0.76939717 -0.01545995\n",
      " -1.40061622 -0.42794604 -1.70531005  0.1832547  -0.96546359  0.02570823\n",
      " -0.29376929 -0.97744921 -0.49638088  0.11324334 -0.79937113 -0.89337398\n",
      " -0.53565759 -0.57805551 -0.66592544 -0.0543377  -0.60181996  0.33534563\n",
      "  0.3424735   1.29632118 -0.15830096  0.01796676 -1.05883515 -0.65797466\n",
      "  0.23176996 -0.72805206  0.73501654 -0.59745254  0.40425564  0.53539339\n",
      " -0.68957694 -0.15807617  0.98826876  0.68395385 -0.98828264 -1.2060913\n",
      " -0.87138872  0.79399914  0.55257461 -0.19384448 -1.03458301 -2.06529515\n",
      "  0.03380359  0.07777414  0.5153445  -0.83403516 -1.93538128  0.06705007\n",
      " -1.04127524 -1.14854667  0.53773127 -0.72468616 -0.84958229 -1.12555084\n",
      " -0.76235089 -0.21226229 -0.81094591  0.53722091  1.21556468  0.43869253\n",
      "  1.22223844  1.27522523 -0.78423514 -0.72496674 -0.66848089 -0.900806\n",
      "  1.38483844 -0.73100081 -0.06404619 -0.68525355 -0.84253311 -0.66621216\n",
      " -0.73025932 -0.82246159 -0.21381185 -0.76121464 -0.72777001  1.00962208\n",
      " -0.8233997  -0.74549119 -0.76550398 -0.49905602 -1.40458152 -0.68393402\n",
      "  0.49148881 -0.63452115 -0.15507223 -1.7972154  -0.39318379 -0.04280381\n",
      " -1.00182213  0.09741453 -0.15678803 -0.18959571  0.31511408 -0.65313391\n",
      " -0.75146601  0.14722879 -0.70224207 -1.1780133  -0.06586309 -1.32552321\n",
      " -0.91214368  0.75063433 -0.93559178 -0.49608557 -0.68873035 -0.87362315\n",
      " -0.08221916 -0.87598544 -1.48601426 -0.78500714 -1.14068457 -0.94708157\n",
      "  1.33137192 -0.66073597 -0.71733142  0.65939185  0.02006776 -0.63775485\n",
      " -0.64579335  0.94155378 -1.5404981   0.22856047 -0.02328116 -0.87848989\n",
      " -0.46348733 -0.97406598 -0.80377533  0.60840987 -0.44448904  0.00215521\n",
      "  1.00146408 -0.60198525 -0.72417297 -0.31027953  0.08858491 -0.66352643\n",
      "  0.33624139 -0.76153397 -0.06823293 -0.52148158 -0.73724278 -1.4586755\n",
      " -1.30038865 -0.74048978 -0.34778309 -0.8237453  -1.1873301   0.87486925\n",
      " -0.92003331 -0.58557916 -0.99777464 -0.7133279  -0.91361176 -0.74778898\n",
      " -0.78964459 -0.92696645 -0.214531   -1.53591344], 日期：2021-07-28 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2021-07-28 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1026, 唯一值数据[ 1.43984922e+00 -4.89993250e-01 -8.32988993e-01  4.62551256e-01\n",
      " -7.33016797e-01 -5.51249766e-01 -8.28014858e-01 -1.17655750e+00\n",
      " -3.97721395e-01 -7.98965896e-01 -1.34858854e+00 -5.61653243e-01\n",
      "  1.38948809e+00 -4.52447987e-01 -1.01299284e+00 -7.70653561e-01\n",
      " -7.24038649e-01 -7.54361646e-01 -3.07578508e-03 -6.12957189e-01\n",
      " -1.32075101e+00 -3.83149169e-01 -8.43958879e-01 -8.24453630e-01\n",
      " -9.43526511e-01 -5.01685130e-01 -7.53553045e-01  1.28133476e+00\n",
      "  7.74676195e-02 -7.34347537e-01 -3.97900749e-02  9.50682519e-01\n",
      " -9.45184563e-01 -9.49732375e-01 -6.25488947e-01  5.40849226e-01\n",
      " -1.46877368e-01  1.28654429e+00 -7.63233113e-01 -4.61003954e-01\n",
      " -7.11274168e-01  1.11102990e+00 -5.74343720e-01 -7.75578462e-01\n",
      " -1.03698877e+00 -6.95815941e-01 -8.47062410e-01 -9.82183220e-01\n",
      "  4.71016601e-01  8.59952745e-01 -8.10607433e-01 -4.98021258e-01\n",
      " -1.03024783e+00 -1.50047166e+00  9.75941998e-01 -3.57093415e-01\n",
      " -1.74037835e+00  9.83001030e-01 -1.08961215e+00 -5.75145368e-01\n",
      "  2.65215160e-01 -3.43505642e-01  6.54457079e-01 -1.17726729e+00\n",
      " -1.18936066e+00  1.31217810e-01 -1.21298491e+00 -4.66917926e-01\n",
      "  1.24273239e+00  5.28588019e-01 -7.63981104e-01 -4.50929235e-01\n",
      " -4.38395112e-01 -3.58384463e-01 -6.28535470e-01  1.54570027e-01\n",
      " -7.89082336e-01 -3.70676819e-01 -2.47487146e-01 -2.14146391e+00\n",
      " -7.78216178e-01 -6.85687705e-01 -7.72622039e-01  2.61497829e-01\n",
      " -6.70239656e-01  6.89306427e-01 -8.85155917e-01 -1.68134082e+00\n",
      "  1.17402037e-01  4.77063351e-01 -3.37083623e-01 -9.10392231e-01\n",
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      "  6.39428327e-01 -8.84982905e-01  1.54672017e-01  9.57360664e-01\n",
      " -8.73994961e-01 -8.35573509e-01 -6.85751540e-01  6.00643012e-01\n",
      "  1.72719823e-02 -8.35049208e-01 -5.61053687e-01 -8.45676416e-01\n",
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      " -7.33770062e-01  1.02654652e+00 -8.13841410e-01 -1.30291384e+00\n",
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      " -7.85079737e-01  7.14148480e-01  6.36476648e-01 -5.82978332e-01\n",
      "  1.02078799e+00 -8.54236453e-01  9.13416022e-01 -8.24948755e-01\n",
      "  3.20242007e-01  3.69161185e-01 -7.65540526e-01 -8.57962763e-01\n",
      " -8.10678210e-01 -1.46248531e+00 -6.19510771e-01  1.88498109e-01\n",
      " -6.90801369e-01 -1.73475736e-01  2.80844896e-02 -8.23347395e-01\n",
      " -4.58308992e-01  6.98767494e-01 -7.39651332e-01 -1.69177329e+00\n",
      " -6.79912902e-01 -8.08190342e-01 -7.56716554e-01 -8.36718305e-01\n",
      " -2.69479117e-01 -8.16560404e-01 -3.59991997e-01 -6.61314220e-01\n",
      "  5.79796332e-01 -6.50366651e-01 -5.36527397e-01 -6.33750163e-01\n",
      "  1.40873065e+00 -7.27087859e-01 -1.82421634e+00 -3.26947263e-01\n",
      " -1.03535953e+00 -8.12930313e-01 -8.04489839e-01  1.25308627e+00\n",
      "  1.24388925e+00  1.05013537e+00 -6.80469497e-01 -6.93570359e-01\n",
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      " -7.93034363e-01 -4.98093299e-02  8.30062292e-01 -8.05072986e-01\n",
      " -1.15217940e+00 -8.26156118e-01 -3.99197464e-01  8.18169372e-02\n",
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      " -9.21390418e-01 -2.33696657e-02  3.15023666e-01 -7.65270685e-01\n",
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      " -1.20544007e+00  3.99609431e-01 -1.49939609e+00  4.55265373e-01\n",
      " -5.45454805e-01 -8.73064577e-01 -2.89653592e-01 -7.59756547e-01\n",
      " -4.41226170e-01  4.13812417e-02 -5.10911592e-01 -1.06115249e+00\n",
      "  1.32247611e+00 -7.41934738e-01 -8.68141062e-01  1.50491917e-01\n",
      " -7.72229140e-01  5.34439463e-01 -6.23525185e-01 -5.25115843e-01\n",
      " -1.38418807e+00 -3.47097358e-01 -5.28155483e-01  2.88005262e-02\n",
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      " -9.37622798e-01  1.19669537e+00 -6.10306240e-01 -6.56782000e-01\n",
      " -7.47175199e-01 -5.56116495e-01 -9.48294568e-01 -8.03459799e-01\n",
      "  9.19841425e-01 -4.70416556e-01 -1.36366298e-01 -8.15808719e-01\n",
      " -7.03210616e-01  5.08724707e-01 -4.46187530e-01  1.58209814e-01\n",
      "  6.41153886e-01  9.00102365e-03 -8.41428518e-01 -1.85301756e+00\n",
      "  6.70754008e-01  1.39803098e+00 -7.09993027e-01 -8.26717614e-01\n",
      " -5.40339983e-01 -1.19484624e+00 -1.58805397e-01 -3.51561908e-01\n",
      " -3.62714855e-01 -5.04928980e-01 -6.09998971e-01  4.15672151e-01\n",
      " -1.30868393e+00 -7.63204203e-01 -3.61749000e-01 -4.02125782e-01\n",
      " -9.39039667e-01 -5.61126780e-01 -8.72976617e-01 -7.82128206e-01\n",
      "  6.18716365e-01  1.00262028e+00 -1.64031820e-01 -1.09318120e+00\n",
      " -9.50455541e-01 -5.99781699e-01 -9.56898589e-01 -1.00470538e+00\n",
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      "  1.28850958e+00 -6.06839384e-02 -9.36853376e-01 -2.54517313e-02\n",
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      " -1.76734381e+00 -1.73796298e+00 -5.67410319e-01  1.13897438e+00\n",
      "  1.24909972e-01 -4.01258074e-01 -1.26536279e+00  7.00658656e-01\n",
      " -3.50052783e-01 -2.24954337e-01 -3.40311604e-01 -6.16715823e-01\n",
      " -8.92511204e-01 -8.20380155e-01 -1.20640662e+00 -4.55805000e-01\n",
      " -7.90850844e-01 -1.07669734e+00 -9.02790355e-01 -5.33839434e-01\n",
      "  1.04256836e+00  1.63349558e-01 -7.94871826e-01 -8.44775374e-01\n",
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      "  5.19374174e-01 -1.51168076e+00 -8.19899812e-01 -8.17810142e-01\n",
      " -1.46155965e+00 -7.34908961e-01 -4.57643819e-01 -5.10189017e-01\n",
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      " -8.96722420e-01 -6.93179335e-01 -9.46382130e-01 -8.00485435e-01\n",
      "  5.69606234e-02 -2.70560762e-01  9.24588322e-01 -8.36814366e-01\n",
      " -8.25759170e-01  3.02493420e-01 -9.73407074e-01  1.12095623e+00\n",
      " -8.16143100e-01  1.84246116e-01 -2.81790990e-01 -1.76401063e-01\n",
      " -2.69584984e-01 -8.49482414e-01 -8.22492187e-01 -6.30871559e-01\n",
      "  4.73937788e-01 -8.11322154e-01 -8.08456023e-01 -8.08148419e-01\n",
      " -1.02996460e+00  1.34369789e+00 -9.47091168e-01 -9.33105134e-01\n",
      "  1.38618038e-01 -7.11012571e-01  6.46675438e-01  2.65922982e-01\n",
      " -4.35594972e-01 -5.76890575e-01 -9.00312173e-01  1.43361568e-03\n",
      " -1.99087832e+00 -2.47845871e-02  1.32082875e+00 -2.49677511e-01\n",
      " -7.09233405e-02 -6.17420014e-01 -7.53031806e-01  7.06377748e-01\n",
      "  5.31589511e-01 -1.84707661e+00 -9.74165628e-01 -7.22176780e-01\n",
      " -5.52077190e-01 -4.07319807e-01  6.13915318e-01  8.66715006e-01\n",
      "  2.28213233e-01 -6.06606932e-01 -1.08451529e+00  4.26791747e-01\n",
      " -9.33730598e-01 -9.59769011e-01  4.34090641e-01 -1.21854326e+00\n",
      "  9.02669690e-01 -8.25616965e-01  7.26635748e-01  5.39312681e-02\n",
      "  3.80559415e-01  3.87427215e-01 -4.55861581e-01 -1.83031087e+00\n",
      " -1.02160228e+00 -9.87214353e-01 -6.11691886e-01  6.00522884e-01\n",
      " -4.31437445e-01 -1.46405927e+00  3.41675132e-01  1.41801862e+00\n",
      " -7.70406791e-01], 日期：2021-08-25 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2021-08-25 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1025, 唯一值数据[-0.06403861 -0.63826237 -0.92037432 -0.20440547 -0.1011213  -0.41840123\n",
      " -1.21545251  1.52314167  0.30277584  0.57522543 -1.05484932 -0.06645943\n",
      "  0.97019721 -0.69900345 -0.8823535  -1.17270083 -0.77315816  1.51997228\n",
      " -0.8052312  -0.53858698 -0.17606449 -0.60984292 -0.71730111 -0.39193737\n",
      " -0.76998965 -0.82180416 -0.94391863 -0.79920609  0.02350586 -0.19003388\n",
      "  1.37843836 -0.70781281 -0.10703519 -0.74444691  1.27200722 -0.82700334\n",
      " -0.73964048 -0.66021035 -0.52750478 -0.22069471  0.68134884 -0.70486383\n",
      " -0.66764356 -0.6354942  -0.96886523 -0.79794242 -0.87100615 -1.23863168\n",
      " -0.48044263 -0.87785622 -0.15538361 -0.51014217 -1.01732287 -0.76876552\n",
      "  0.39895017  0.8842995  -0.68364645 -0.52554404 -0.73941414 -0.79430038\n",
      " -0.10692021 -0.13651237 -1.01893671 -0.57312824  0.48181275  0.80491589\n",
      "  0.5915557  -0.85862099 -0.14390951 -0.71282214  0.39038783  0.40928789\n",
      " -0.93003821 -0.04586927 -0.84388188 -0.18585534  0.76454226 -0.2953489\n",
      " -0.17436688 -0.53857342 -0.40275452  0.28265004 -1.44647556 -0.53774112\n",
      " -0.67054696  0.40306467  0.53118988 -0.97036996 -0.96070006 -0.00323733\n",
      " -0.0147752  -0.7990464   1.14993886 -0.7935696   0.40027484  1.25656785\n",
      "  1.22542615 -0.74540132 -1.49420018 -0.59658613 -0.72334337 -0.7796182\n",
      " -0.36149672  0.46576568 -1.29714826  0.71863356  1.44270175 -1.01318582\n",
      " -0.86016439 -0.87280388 -0.62436956 -0.52319886 -0.5478174  -0.31587904\n",
      " -0.89817596 -0.49367851 -0.25900498  0.03349    -0.97646139 -1.0725963\n",
      " -0.71783908 -1.883418   -0.78205767 -0.95114032 -0.72571898 -0.36174366\n",
      "  0.52283574 -1.05811075 -0.29981216 -0.3571268   0.72421929 -1.09047524\n",
      "  0.25942043  0.31316628 -0.61630363 -0.50652334 -0.66396345 -0.63208311\n",
      " -1.29738826 -1.06617757 -0.85017909 -0.19780008 -1.0295276  -0.19236435\n",
      "  0.49838189  0.68564031 -0.11399839  1.05308307  1.4081652  -0.91189077\n",
      " -0.69674635 -0.95846571 -0.72040968 -0.78649643 -0.66039383 -0.98055808\n",
      " -1.181165   -0.94942441 -1.001587   -0.90602924  0.14535541 -0.81180156\n",
      " -1.0227846  -1.2261823  -0.00280035 -0.9446515  -0.84671159 -1.47547419\n",
      " -1.04091591 -0.87816156 -0.86209177 -1.29635442 -0.68023637 -1.0018305\n",
      "  0.97217204  0.20161118  0.99758957 -0.73864673 -0.93895282 -0.96743293\n",
      " -1.060135   -1.06104695 -0.93514931 -0.78880837  0.04580683 -0.96801342\n",
      " -0.10438174 -0.9018942  -0.92835366 -0.30496421  0.67586623  0.53584546\n",
      "  0.07739407 -0.61089423 -0.47799652 -1.16871288 -0.95276271 -1.04803336\n",
      " -0.28676297 -0.14488721 -1.00514713  1.45690823 -0.89726086  1.39708152\n",
      " -0.95021924 -0.89905241 -0.50853332 -0.7802104  -0.78813881 -0.55291754\n",
      " -0.06660812 -1.04951639 -0.84004663  0.82836519 -1.67276233 -0.56830379\n",
      "  0.87583841 -0.79004    -1.07034762 -0.14869835 -0.58749779 -0.72752374\n",
      " -1.10827176 -0.98584683 -0.16220106 -0.41532602 -1.14452647 -0.03200539\n",
      "  0.88758732 -1.33957675 -0.95470564  1.28674442 -1.02375841 -0.49169422\n",
      "  0.97691217 -0.90097688 -0.7765214  -0.84639272 -0.13689957  1.0292743\n",
      " -0.51916053  0.52490012 -0.92015089 -1.09184127 -0.79888175 -0.9535828\n",
      "  0.05242662 -0.94111086  0.4633024  -0.33966756 -0.94623564 -0.20209842\n",
      " -1.05517658  0.95301331 -1.02862636 -0.86248427 -0.87642471 -0.02725723\n",
      " -0.76365953 -2.18737154 -1.20884086 -0.16086461 -0.70858948  0.90491447\n",
      " -0.98136151  0.58046899  0.19153892 -0.02779134 -0.78828946 -0.01801254\n",
      " -0.7767027  -0.9409243  -0.51796546 -0.50647946 -0.35809642 -0.99181336\n",
      " -0.39356736 -0.97858092 -0.94369026  0.20017528 -0.9396121  -0.93661299\n",
      " -0.73327624 -0.18097374 -0.95022905 -0.89754847 -0.60772136 -1.18044301\n",
      " -0.94284126 -0.04356298 -0.95256382 -0.34601244 -0.92802832 -0.936173\n",
      " -0.56116518 -1.16554581 -0.83169417 -0.6542436  -0.90393076 -0.67817548\n",
      " -0.52105045 -0.48172025 -0.48148066 -0.62500663 -0.42584432 -0.22480498\n",
      " -0.46945537 -0.83721911 -0.18652548  1.01137041  0.08687326 -0.82467005\n",
      " -0.78322453 -0.34343049 -1.00664262 -0.08413641 -0.7578029  -1.07555442\n",
      " -0.65687548 -0.6617621   1.32162759 -0.36197879  0.14036686 -0.63216611\n",
      "  0.20208991  1.22525543  0.4182252  -0.75495504 -0.18920542  1.01348367\n",
      "  0.8560091   1.35551693  0.00954467 -0.62808367  1.47653953  0.33103289\n",
      " -0.83591037  0.8277888  -0.87040908  1.14406111 -0.77934797 -0.08152596\n",
      " -1.07244893 -0.45727269 -0.22443476 -0.52161502  0.0714412  -0.89321114\n",
      "  0.03115686 -0.30131126 -1.53023551 -0.84674066 -1.3730374   1.32428122\n",
      "  0.08779467 -0.98126539 -1.27181265 -1.05637697  0.95235807 -0.26987276\n",
      " -0.62312059  0.86817777 -0.58939364 -0.48778572 -1.06533058 -1.17216377\n",
      "  1.02063107 -1.09774792  1.14562902  0.5283287   0.83813713 -0.72044739\n",
      " -0.54825046 -0.2741587  -0.98812203 -1.16562029 -1.99993658 -1.11485489\n",
      "  0.05630091 -0.67300537 -0.65559084 -0.55084468 -0.50911502 -1.52958937\n",
      " -0.7429456   0.04998127 -1.58918184  0.13744725 -1.29639436  0.89302658\n",
      "  0.06513744 -0.31413353 -0.39567354 -0.91396539  0.95694764 -1.30351051\n",
      " -0.87080112 -0.3590008   0.34238184 -0.43285809 -0.93561616 -0.98629641\n",
      "  1.14464053 -0.76352002 -0.67413359  0.41374919 -0.87158726  1.38550815\n",
      " -1.05279655 -0.54947594 -1.21036134 -2.16588108 -0.78578867 -0.86218705\n",
      " -0.31143098 -1.07475443 -0.58101233 -1.0064564  -1.07595003 -0.82198642\n",
      " -1.14719648 -0.77589278 -0.73454516 -0.86412353  0.07098683 -0.95773971\n",
      " -0.78826819  1.205432   -0.88149773  1.15045585  0.98892671 -0.23004894\n",
      " -0.65134981 -0.67713521 -1.24503316  0.53640018 -0.91581918 -0.64537373\n",
      " -0.13324863 -0.66569439  0.77890751  0.30407331  0.27457276  0.50927201\n",
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      " -0.91652552 -0.99535415 -0.54765328  0.12710641 -0.60587305  0.71568452\n",
      " -0.36870383  0.40248738 -0.78617736 -0.49412851 -0.27859119 -0.48641685\n",
      "  0.27363164 -0.79579611 -0.85095536 -0.97783432  0.6325291   0.35965092\n",
      " -0.82129802  1.38309786 -0.88200443 -0.80274162 -0.86457603  0.34068637\n",
      " -0.06353215 -0.41227136 -0.94031626 -0.79753147 -0.84940084 -0.83147915\n",
      "  0.30739716  0.44560348  0.39267566  0.32224988 -0.8524936  -0.32694898\n",
      "  0.22236646  0.50441896  0.40833695 -0.96675221 -0.17198067 -0.94679369\n",
      " -0.522258    0.81473332 -0.18649319 -0.8668531  -0.27748376 -1.77033416\n",
      "  1.40630329 -1.00555706 -0.80725103  0.61912629 -0.99943542 -1.08277138\n",
      " -0.76643605  0.90615663  1.52162546  0.41856023 -1.08149902 -0.7645686\n",
      " -0.23105754 -0.21893311 -0.41979396 -0.77970716 -0.94119082 -0.41348734\n",
      "  0.90290574 -0.97395236  0.22601437  0.99785806 -0.60101476 -0.23064737\n",
      " -0.77185895 -0.57345903  0.98059264 -0.77475962 -0.23687197 -1.09996375\n",
      "  0.43112209 -1.37808589 -0.80341961 -0.29254025  0.05089439 -1.32596366\n",
      " -0.77330937 -0.55815682 -0.75674839 -0.42891423 -0.5035652   1.2751384\n",
      "  0.21366935  1.38901218 -0.1748316  -0.07059632 -0.60544841 -0.25969007\n",
      " -0.48034696  1.32945324  1.36984293 -0.84061451 -0.88373816 -0.48960116\n",
      " -0.50044043 -0.36688064 -0.82693245 -0.65016573  0.38877594 -0.57181086\n",
      "  1.21432053  0.11803324  0.58716558  0.20372659 -0.46191234 -0.31424784\n",
      " -0.95230835 -0.83217305 -0.92541592  0.6683269  -0.94128494  0.36536642\n",
      " -0.59262738 -0.0239637  -1.42953317 -0.86055263 -0.47040657 -0.55545654\n",
      " -0.79302718 -0.83030491 -0.29953538 -0.70965695 -1.01548382 -0.67243145\n",
      " -0.73659414  0.22077821  0.91045149  0.79829119  0.29831427  0.65016772\n",
      "  0.91704158 -0.73345932  0.80330748  0.07435341 -0.74617181 -0.1470638\n",
      " -1.00661011  1.09012357 -1.05937016 -0.14037988  0.14219478  0.97068458\n",
      " -0.72205002 -0.10781129  0.08413686  0.38509806 -0.55339202 -0.92913319\n",
      " -0.79087326  1.43789882 -0.67845186  1.02400237 -0.60455327 -0.67050807\n",
      " -1.10341419  0.50792201 -0.58993786 -1.51877711 -1.0240384  -0.63414058\n",
      " -0.8705381  -1.01872675 -0.77262636  0.52291361  0.78864609 -0.7335187\n",
      " -0.67396309  1.52065535 -0.6005644  -0.89808939 -2.01849153 -0.97927253\n",
      " -0.17072727 -0.71833765 -0.60372636  0.8014602  -0.54900048 -0.94515438\n",
      " -0.79176094 -1.3231419  -0.28367531 -0.66293921 -0.87675176 -0.64411154\n",
      "  0.09091605  0.98445542 -0.98391292 -1.15454185 -0.02943302 -0.82759466\n",
      " -0.54016605 -0.43303444 -1.0162988  -0.00351812 -0.95053381 -0.84820682\n",
      " -0.88409641 -0.98121871  0.83905854 -0.92775954 -0.94643013 -1.07347287\n",
      "  1.12219988 -0.0796298  -0.42558408  0.1194249  -0.83628222 -0.47526445\n",
      "  0.56190254  0.94038259 -0.00362168 -0.2282236   0.45672453 -1.19903815\n",
      "  1.34002975 -0.88803435  0.3003734  -0.06681194 -0.41292428 -0.43846023\n",
      " -0.72565603  0.57193315 -0.43562081 -0.96296108 -0.90502889 -0.82547734\n",
      "  0.44143778 -0.43199658 -0.23632278 -0.45675204  0.61591018 -0.77428315\n",
      " -0.7576944  -0.01236919 -0.55252453  0.08023964 -0.7838649  -0.07570395\n",
      " -0.39644764 -0.81296596 -0.99496615 -0.75068759 -0.95680804 -0.31970806\n",
      " -0.82346844 -0.55295665 -0.58385319 -1.30027338  0.3138118   0.1664523\n",
      " -0.21314143 -0.54368765 -0.55889096 -0.35965114 -0.32166033 -0.46132738], 日期：2022-08-23 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2022-08-23 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1027, 唯一值数据[ 1.51692519e+00 -7.58237439e-01 -1.83170938e-01 -1.03751192e+00\n",
      " -6.32936198e-01  1.37767391e+00 -5.46671455e-01 -3.18826210e-01\n",
      " -1.51195200e+00  5.45816363e-01 -8.88285490e-01 -3.29118087e-01\n",
      " -7.56702818e-01 -4.36205629e-01  2.75340829e-01 -3.84925835e-02\n",
      "  2.67852386e-01 -8.69239514e-01  6.12003803e-01 -4.18948846e-01\n",
      "  4.97996693e-01  3.23635926e-01 -1.92685571e-01 -7.31221924e-01\n",
      " -7.61513621e-01 -4.29494814e-01  3.20654580e-01 -1.36364492e+00\n",
      " -2.51004628e-01 -6.51351066e-01 -8.16456485e-01 -3.98179056e-01\n",
      " -1.10861025e-01 -7.73701373e-01 -2.70841788e-01  3.36458228e-02\n",
      " -2.05273764e+00  3.19960689e-02 -9.67164719e-02  2.47857164e-01\n",
      " -6.07448949e-01 -1.39900072e-01  1.08997951e+00 -3.45981962e-01\n",
      " -6.85320655e-01 -6.19452430e-01 -2.66346097e-01 -6.65989251e-01\n",
      "  7.65877900e-02 -8.79613003e-01 -9.18633762e-01  1.35121681e+00\n",
      " -7.09192694e-01  6.05637881e-01  5.07878649e-01 -3.74899810e-01\n",
      "  3.11016423e-01 -6.27850492e-01 -1.20361171e+00  2.74142479e-01\n",
      " -7.05862035e-01 -6.79755828e-01 -6.48631579e-02 -8.02760819e-01\n",
      " -8.02488090e-01 -5.79026426e-01 -5.34195199e-01 -4.30793525e-01\n",
      "  6.65508209e-01 -1.45582283e+00 -5.94857173e-01 -9.26682191e-01\n",
      " -2.75081955e-01 -9.98597126e-01  3.23822222e-02 -3.37718887e-01\n",
      " -6.05469842e-01  2.12411987e-01 -5.26547181e-01  2.16529363e-01\n",
      " -7.59722465e-01 -1.56616304e-01 -7.00106564e-01 -5.48809970e-01\n",
      " -6.89062383e-01  1.00998410e+00 -3.87098017e-01 -9.57866539e-01\n",
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      "  1.40653171e-01  2.53650675e-01 -6.87978647e-01 -1.14043805e+00\n",
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      "  9.36972066e-01  6.35266671e-01 -6.98918138e-01 -4.47397543e-01\n",
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      " -1.67119888e+00 -1.53177309e-01  1.09484810e+00 -2.04092059e+00\n",
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      "  3.98494164e-01 -6.86202527e-01 -6.39502994e-01 -3.93705763e-01\n",
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      " -4.66994122e-01 -2.14640515e-02 -7.57681933e-01  1.38649886e+00\n",
      " -1.46254400e+00 -7.98010512e-01  8.75511627e-01 -6.67817454e-01\n",
      " -5.14590686e-01  1.46333329e+00 -7.43245929e-01 -7.17105576e-01\n",
      " -1.80604325e-01 -6.46300619e-01  1.71477736e-02 -1.01173271e+00\n",
      " -8.47435920e-01 -5.36872060e-02 -7.55879797e-01 -8.88015311e-01\n",
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      " -7.67658771e-01  1.40100841e+00  4.96828420e-01 -8.04720977e-01\n",
      "  1.93046591e-01 -5.96364111e-01 -1.55718374e+00  4.73765675e-02\n",
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      " -2.19232176e-01 -6.17374419e-01 -5.41781199e-01  7.27114954e-01\n",
      " -8.51312650e-01 -7.95814854e-01  1.09370595e+00  6.40452340e-01\n",
      " -9.11235247e-01 -7.41314056e-01  5.61509607e-01  4.02897713e-01\n",
      " -7.37239133e-01  2.43226829e-01 -6.66864799e-01  1.07289590e-01\n",
      "  1.06843951e-03 -6.80730809e-01 -6.36775022e-01 -1.38229290e-01\n",
      " -1.61898573e+00  2.58173129e-01 -9.57757065e-01 -1.66693972e+00\n",
      " -1.24204343e+00  2.08408037e-01 -7.56149161e-01  1.31345662e+00\n",
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      " -7.78268902e-01 -2.90934599e-01 -2.55745137e-01  1.06194109e+00\n",
      " -7.48149805e-01 -7.62598669e-01 -1.00324712e+00 -6.64025459e-02\n",
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      " -6.15304511e-02 -8.57349083e-01  6.39672005e-01  3.06222069e-01\n",
      " -7.24459128e-01 -1.09882707e+00  4.84473171e-01  1.29672178e+00\n",
      " -6.69011741e-01  1.39683072e-01 -8.65312205e-01 -4.94161090e-01\n",
      "  3.65593521e-01 -9.25364475e-01 -8.67953500e-01 -2.41527872e-02\n",
      " -9.46697517e-01 -6.58508009e-01  1.32182777e-01  2.49349526e-01\n",
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      " -5.44638957e-01  2.12435628e-01 -1.98945489e+00 -7.09718204e-01\n",
      " -7.12847928e-01  6.99770495e-02 -7.24788306e-01 -9.60503549e-01\n",
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      "  1.02597212e+00 -6.18470798e-01 -1.41262887e-01 -1.09633363e-01\n",
      "  1.93973396e-02  2.66873366e-01 -1.16874111e+00 -9.61926798e-02\n",
      " -1.06908849e+00 -5.52011824e-01  1.18422466e-01 -9.22729218e-01\n",
      " -1.14018179e-01 -1.38669606e-01 -8.31270251e-01 -1.03549347e+00\n",
      " -4.27975179e-01 -1.09624427e+00  6.64163172e-01 -4.25314131e-01\n",
      " -1.37255970e+00 -4.94338714e-01  6.39343711e-01 -9.31152680e-01\n",
      " -3.05146060e-01 -6.13425906e-01  7.64401432e-01 -5.85293555e-01\n",
      "  3.26653375e-02 -7.23013381e-01 -5.89824779e-01 -1.54750448e+00\n",
      "  5.31809448e-01  9.61372876e-01 -7.60091606e-02 -1.02996714e+00\n",
      " -1.12660596e+00  3.79758975e-01 -1.66142123e+00 -6.76944738e-01\n",
      "  1.07480372e-01 -1.64950930e+00 -1.83105974e-01 -1.07152559e+00\n",
      "  5.49547903e-01 -2.98671301e-01 -1.21872760e+00 -1.10960871e+00\n",
      "  1.72060943e-01 -1.91236821e-02  9.64462868e-01 -1.13349003e+00\n",
      " -5.36588266e-01 -7.98232231e-01  1.16642015e+00 -7.67126874e-01\n",
      " -4.86774490e-01  2.67113406e-01 -4.77488220e-01 -1.04034141e+00\n",
      " -2.67884561e-01  3.46733500e-01 -4.36228123e-01  4.92317181e-01\n",
      " -1.06752097e+00 -7.96793970e-01 -2.52945526e-01 -8.48437624e-01\n",
      " -8.29303227e-01  1.55702636e-01 -4.43915531e-02 -9.07842562e-01\n",
      "  3.18608159e-01 -6.32357239e-01 -1.01082302e+00 -8.54988180e-01\n",
      "  9.09171360e-02  1.15720549e+00 -3.76318223e-01 -8.78038951e-01\n",
      " -2.78944858e-01 -1.18323129e+00  1.03390699e+00 -1.99748994e+00\n",
      "  6.30163585e-01 -3.21050574e-01 -1.37021902e+00 -1.01301434e+00\n",
      "  2.78961749e-01 -1.32814035e+00 -1.31200042e+00 -5.86268688e-01\n",
      " -5.31451296e-01 -2.21878378e-01 -5.78046777e-01 -5.95552687e-01\n",
      " -3.98511141e-01  1.87163233e-01 -4.65355233e-01 -7.38022129e-01\n",
      "  1.11344578e+00 -6.53548767e-01 -5.39423752e-01 -6.06969898e-01\n",
      "  1.24501777e+00 -2.07658601e-01 -7.27439660e-01 -7.47948445e-01\n",
      "  1.10350800e+00 -8.15327066e-01 -6.52714447e-01 -9.09763340e-01\n",
      " -5.40969067e-01 -2.77457403e-01 -1.00698401e+00 -2.35820360e-01\n",
      " -2.36240827e-01 -7.68522594e-01 -6.45243588e-01 -5.53190277e-01\n",
      " -4.63913068e-01 -7.22650368e-01 -1.16033125e+00 -5.55559146e-01\n",
      " -1.06547423e+00  1.14731703e+00  4.52794455e-01 -5.91280827e-01\n",
      " -2.01567798e-01 -1.70587162e+00 -1.00340897e-01  6.90959025e-01\n",
      " -6.73663534e-01 -1.73576999e-02  3.62038999e-01 -5.40618948e-01\n",
      " -7.50977964e-01  2.13351155e-02 -4.21192836e-01 -9.09487903e-01\n",
      "  1.45319263e+00 -8.48793319e-01 -6.70745707e-01 -7.24244751e-01\n",
      "  1.40301755e+00  9.18407523e-01  2.06660852e-01 -7.28241234e-01\n",
      " -1.29186739e-01 -8.86311473e-01 -3.42753472e-01  6.49512287e-01\n",
      " -4.95890942e-01 -5.36643114e-01 -8.52952782e-01 -7.79597348e-01\n",
      " -5.34205904e-01 -4.64834101e-01 -3.05515200e-01  5.49864218e-01\n",
      " -2.04545989e-01 -5.00420852e-01 -6.77207841e-01 -3.68795434e-01\n",
      " -4.73011471e-01  4.41341122e-01 -1.10945074e-01 -6.87593099e-01\n",
      " -6.46188333e-01  9.66606592e-01 -8.09063768e-01 -9.67972811e-01\n",
      " -4.45257228e-01 -5.60260403e-01 -6.01486553e-01 -6.25713889e-01\n",
      " -1.16316078e+00 -6.60909611e-01 -1.04146148e+00 -7.23869578e-01\n",
      " -7.35602733e-01 -9.83592903e-01 -5.22631612e-01 -6.38626003e-02\n",
      " -6.40133680e-01 -5.82050481e-01 -3.61648948e-02], 日期：2023-04-21 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2023-04-21 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1027, 唯一值数据[ 0.16608021 -0.47084409 -0.42286229 -0.83558917  1.48078516  0.12123021\n",
      "  0.96968498 -0.37072288 -0.79304669 -0.04131115 -0.61300728 -0.75917595\n",
      " -0.26884058 -0.50899072 -0.24104797 -0.00264517 -0.58908622  1.45359864\n",
      "  0.85973175  0.61523638 -0.75126301 -0.45716537 -0.40251553 -0.52063445\n",
      " -0.65946677 -1.19174969 -0.55982876  0.46578255  0.0206872  -1.57755097\n",
      " -0.92818909 -0.62501852 -0.66126629 -0.49251925 -0.06520431 -0.15555045\n",
      " -0.64689979 -0.54376172 -0.57403353 -0.56981688 -0.10490817 -0.15147231\n",
      "  1.00665142 -0.65348762  1.14942399  0.04082204 -1.9220643  -0.61893036\n",
      " -0.02335795 -0.58344495 -0.5581357   0.17009443  0.8581303  -1.64667627\n",
      "  0.220074   -0.70910475 -0.14423343 -0.29121135 -0.81952832 -0.66336096\n",
      " -0.13660067  0.5408723   1.1192464  -1.80568775  0.19501339 -0.80876159\n",
      "  0.15925464 -0.32546504  0.15694922 -1.25650635 -0.69288945 -0.44614914\n",
      "  0.75030472 -1.71566133 -0.63132793  1.22033148 -0.30530291  1.01211738\n",
      " -0.1365025   0.5492879  -0.56818902  0.36507336 -0.27360321 -0.60463571\n",
      "  0.28925501 -0.3857133   0.79815362  0.50618292 -0.62658061 -0.32082038\n",
      " -1.28254233 -0.57449227 -0.63026708 -0.49848027 -0.58620401  1.09753932\n",
      "  0.94616507 -0.0153198  -0.44674094  0.30214422 -0.69016048 -0.03732589\n",
      " -0.42741358  0.76843725 -0.79019168 -0.66327661 -0.65044164 -0.50219227\n",
      " -0.68175723  1.0640885   1.34120323  0.30086969  0.00255663 -0.395579\n",
      " -1.49602946 -0.2796069  -0.8050381  -0.58051708 -0.29454694 -0.64336621\n",
      " -0.54135195  0.33542911  1.04134353 -1.87223859 -0.09560092  0.30611048\n",
      " -1.66956813 -0.20371358  1.03105718 -0.46013793 -0.2759664  -0.6614195\n",
      "  0.35438151 -0.48429893  0.59706114 -0.7546173  -0.26351861 -0.20168158\n",
      " -0.53169759 -0.87864977 -0.06027971  1.41619375  0.40940089  0.4455659\n",
      "  1.45135906 -0.16122405 -0.5146208  -0.55155164 -0.71579639 -0.80516096\n",
      " -0.70989144  0.03487915 -0.47270223 -1.24555448  1.41043854 -0.15064438\n",
      " -0.36446257  0.05419297 -0.38009672 -0.11186084 -0.04342822 -0.38002801\n",
      "  0.52766947 -0.30680274 -0.71471877 -0.8068955   0.41039303 -0.6391601\n",
      "  0.44189775 -0.9380054  -0.50236278 -0.64133135  0.00962677 -0.62148432\n",
      " -0.35808105 -0.63399557 -1.0366513   0.52421852 -0.94817727  0.11376379\n",
      " -0.22393406 -0.49256814 -0.54699146 -0.84882774 -0.55057154  0.06224921\n",
      " -0.8611359  -0.22951039 -0.59942125 -0.44946686 -0.88542251 -0.10543955\n",
      " -0.30906695 -0.08702288 -0.21277465 -0.64753029 -0.17018548 -0.56915863\n",
      " -0.596878    0.25837996 -0.30292506 -1.62334476 -0.48369339  0.1585065\n",
      " -1.86793392 -1.14323712  0.14645378 -0.52942262 -0.18088428  0.35574742\n",
      " -0.3857601  -0.81161874  0.0156152  -0.5369656  -0.37364977 -0.2751495\n",
      " -0.76208008 -0.70979592 -0.57930691 -0.87428793 -0.6283723   1.29559341\n",
      " -1.45802216 -0.24780836 -0.83070309 -0.65846479 -0.66901212 -0.63419108\n",
      " -0.64708043 -0.16904499  0.03166828 -0.4716943  -0.19426584 -0.09495202\n",
      "  0.46856052 -0.07803132 -0.52245282 -0.82895957 -0.76336187  0.00558561\n",
      "  0.72136207  0.16065203  0.88673132 -0.52324884  0.34062427 -0.8328761\n",
      "  0.42378245 -0.90165399  0.43513388 -0.15699262 -1.4930964  -0.40030927\n",
      "  0.01575816 -0.44332489 -0.55544078 -0.50325754  0.04123772 -0.64549694\n",
      " -0.6125559  -0.50924782 -0.7445438   1.42880188 -1.6685788  -0.30554412\n",
      " -0.18228011 -0.74558959 -0.65085961 -0.35753244 -0.53459475 -0.67474327\n",
      "  0.67747016 -0.01289061  0.18257567  0.94159242 -0.76766257 -0.50053132\n",
      "  0.4684644  -0.50659232 -0.05404249 -0.0098631  -0.51268162  0.18263808\n",
      " -0.82199304  0.41473659 -1.23527438 -0.73898636 -0.57237982 -0.69555616\n",
      " -0.20167861 -0.72114832 -0.7575034  -0.08065705  0.23980234  0.25071855\n",
      " -0.38996925 -0.74328647  0.21170858 -0.58065023 -0.87471054 -0.1835279\n",
      " -0.23872243  0.12577138 -1.06008703  1.36770803 -0.90121363  0.28340047\n",
      " -0.20784098  0.14396072 -0.49948609 -0.45451329  0.73901737 -0.2254935\n",
      "  0.58594012 -1.07987267 -0.2055336   0.08728352 -0.71172346  0.46297215\n",
      "  0.93870465 -1.30564016 -1.17735166 -0.74559967 -1.24581465  0.46350288\n",
      "  1.32270913 -0.64610652 -0.88978326 -0.62823679 -0.47211735 -0.74882985\n",
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      " -0.59594396 -1.24640381  0.06001814 -0.12131472 -0.75249279 -1.48629535\n",
      " -0.26215829 -0.15015138 -0.51481131 -0.39294611 -0.14032258 -0.74628763\n",
      " -0.57234716 -0.64773082  0.66733302 -0.4002555  -0.24141682 -0.31010493\n",
      " -1.17000986 -0.65697719 -0.60591205 -0.12262834 -0.2745677  -0.81604541\n",
      "  0.87075364 -0.6664942   0.05761208 -0.66834924  1.27945998 -0.35064805\n",
      " -1.17874275 -0.77498102 -0.21874167 -1.13424496  1.44540317 -1.73761514\n",
      " -1.69853949 -0.61946922 -0.33711568 -1.46826111 -0.73278029  0.29593476\n",
      " -1.62619717 -0.24341136 -0.48906905 -1.56863578  0.07184161 -0.20783388\n",
      " -1.15665762 -0.17200949 -0.59089374  0.16147472  0.29658709 -1.44493937\n",
      " -0.10882436 -0.69220874  1.39811069 -0.45393619 -0.56210605 -1.25231235\n",
      " -0.33140098  0.87586246 -0.16702433 -0.63603721  0.91969332 -0.90783582\n",
      "  0.39415443 -0.50886266 -0.67635513 -0.49106005 -1.55955264 -0.97965161\n",
      "  0.78124495 -0.54739328  0.299318   -0.60938709  0.63077571 -0.37763918\n",
      "  0.28634769  0.69208455  0.85751897 -1.33810468 -1.87932565 -0.71917559\n",
      "  0.47825317 -1.72237694 -1.71090391 -0.67322863  0.19833226 -0.41210516\n",
      " -0.58367583 -1.55827266 -1.00197166 -0.71706153 -1.42029902  1.0851355\n",
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      " -0.61655445  0.9069519  -0.14183759  0.08251331 -0.78778115 -0.12865435\n",
      "  1.16428137 -1.39409237 -0.51188731  0.09279467 -0.81214801 -0.17703912\n",
      "  0.06500627 -0.66512192 -1.0274309  -0.50811853  0.64259984 -0.7400537\n",
      " -1.08507478 -0.5564216  -0.54674176 -1.65845083  0.93260701  0.32638497\n",
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      " -0.5471101  -0.52276114  1.01535716 -0.42280066 -0.20799593 -0.23592683\n",
      " -0.31189509 -0.71534175 -0.57728488 -0.90135402  0.58946108 -0.95870291\n",
      " -0.48444965  0.29294523 -0.92449922 -0.58622883 -1.25532183 -0.00850928\n",
      " -0.41566247 -0.33386182  1.39554308 -0.33690817  0.67347408 -0.63416043\n",
      "  0.65597827 -0.79579484 -0.46345094  0.92446836  1.20689119 -1.81913469\n",
      "  0.39413146 -0.65359159 -0.74002153 -1.81130805  0.26504681 -0.63506549\n",
      "  0.64706398 -0.02249617  1.26470153 -0.11897152 -0.73287927 -0.6169723\n",
      "  0.09942042  0.16449866 -0.23945392 -1.62045477 -1.15669676  0.68645578\n",
      "  0.1744136  -0.77248367 -1.06909043 -0.71119865 -0.0030542  -0.13346955\n",
      "  0.14227162  1.32109317 -0.25536349 -0.83541713 -1.2789044  -0.12752237\n",
      " -0.66356896  0.13175537 -0.17300501 -0.69278319  0.77667472 -0.66411006\n",
      " -0.82957621  0.41003518  1.47301335  1.2381655  -0.73707562 -0.22010718\n",
      " -0.54587436 -0.59407998 -1.61404613  0.07757773 -0.8511806  -0.45314355\n",
      "  0.78637332 -0.4620172  -0.4494749  -0.38047815  0.66184621 -0.55805288\n",
      " -0.17094596 -0.19588724 -0.62778181  0.51894599  0.90263444  0.87238341\n",
      " -0.64894441 -0.51551131 -0.40019913  0.89231817  0.27840772 -0.34867711\n",
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      " -0.85490432 -0.6063873  -0.89548865  0.6879038  -1.63858356 -0.50161947\n",
      "  0.00658581 -0.54283612  0.60583861  1.01379309 -0.40386683 -1.21996168\n",
      " -0.21050409 -0.68275399 -0.61570956 -1.46552601  0.67480554 -0.22273841\n",
      "  0.2302326   0.08836327 -0.73486785 -0.48879228 -0.51178662 -0.17921503\n",
      " -0.65471387  0.06346113  1.19533827  0.66997045 -0.52446137 -1.65253988\n",
      " -0.58167625 -1.01555841 -0.59840189 -0.50432152 -0.70495753  0.12939188\n",
      "  0.14573597 -0.42754486  0.69531436 -0.61055387 -1.35952131  0.28762676\n",
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      " -0.33589653 -0.25816142 -0.57531047 -0.62637201 -0.13301387 -0.46508107\n",
      " -0.69785838 -0.35536686 -0.29055174 -0.37658213 -0.42289501  0.31478238\n",
      " -0.90269358 -0.43348966 -0.23075863 -1.68176874 -0.52265554 -0.63052398\n",
      " -1.02075044 -0.50541173 -0.30148906  0.26679928 -0.37786815 -0.6077515\n",
      " -0.85236359 -0.9916432  -1.72836376 -1.04331785  0.37821161 -0.74040715\n",
      " -0.38266813  1.12809087 -0.03460752 -1.87968612 -0.45290536  0.09661676\n",
      "  1.17368115 -0.19440819 -0.3738461  -0.14607314 -0.0485666  -0.32616134\n",
      "  1.24456709 -0.75392271 -0.85201463 -0.23674093  0.62343789 -0.58270144\n",
      " -0.69483797  0.69474645 -0.63224823 -0.63643024 -0.29894787 -0.61058515\n",
      " -0.42053504  0.27344357 -0.62141046 -0.59470714  0.12181892 -0.22063957\n",
      " -0.3139575   0.2447818  -0.62922556 -0.17614938  0.37728364 -1.00772399\n",
      " -0.53562521 -0.2869962  -1.00418628 -0.85424871 -1.46401311 -0.68618443\n",
      " -0.23132195 -0.58538023  1.07359749  0.39266651  0.5524485   0.29047222\n",
      "  0.29763535 -0.05086033  0.24560278 -0.4374156   0.13339834 -0.5434097\n",
      " -0.38388413  0.51305096 -0.98313145 -0.73309532  0.25784752 -0.45388875\n",
      " -0.63081222 -0.48071877 -0.08136011  0.7220948   0.02115541 -0.35200737\n",
      "  0.19972779  0.49816859  1.11475193  0.39742191  0.24796396 -0.2601401\n",
      "  0.45201595 -1.3326908  -0.76949457 -1.5144405  -0.69373913 -0.50612187\n",
      " -0.0212908   1.35586758 -0.36213894 -0.64342199  1.47798757  0.79236094\n",
      " -0.38760951  0.51024367 -0.45253768  0.53941975 -0.91461221 -0.24370103\n",
      " -0.57668316 -0.76947267 -0.04485251 -0.39545844 -0.46479159 -0.49081762\n",
      "  0.57537481 -0.50248889  0.33185798], 日期：2023-08-18 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2023-08-18 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1027, 唯一值数据[ 1.45249809e+00 -9.69787743e-02  3.74549205e-01  6.96532913e-01\n",
      " -1.56905772e-01  4.99301043e-01 -1.93470820e+00  2.41332862e-01\n",
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      " -5.67767384e-01 -8.21673479e-01 -3.94139458e-01  2.98616608e-01\n",
      " -7.77080843e-01 -7.53251695e-01 -2.20332938e-01  1.77813306e-02\n",
      "  5.99548000e-01 -6.90597219e-01 -6.61166441e-01 -5.55320981e-01\n",
      " -6.44337585e-01 -7.15374619e-01 -8.64376428e-01 -1.12041643e-01\n",
      " -3.88965253e-01 -3.57565198e-01  1.86621313e-01  5.45601190e-02\n",
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      " -8.47239939e-01 -6.58033322e-01  1.10025971e-01 -2.68897042e-01\n",
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      " -1.41147907e+00 -5.97317751e-01  1.90571487e-01 -5.10074481e-01\n",
      "  9.31523494e-01  1.51248249e-01  6.04154961e-01 -6.66661631e-01\n",
      "  3.12844296e-01  6.93434556e-01 -6.59536973e-01 -1.02811726e-01\n",
      " -6.87548727e-01 -1.15153591e+00  9.02450936e-01 -9.54487420e-01\n",
      " -3.43210182e-01 -4.98866881e-01 -7.51489213e-01 -1.30396418e+00\n",
      " -4.57133363e-01  4.13489548e-02  4.27741952e-01 -6.20789086e-01\n",
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      "  4.74813872e-01 -1.01706226e+00 -6.45452281e-01  6.73543908e-02\n",
      "  4.52252521e-01 -4.90839555e-01  6.02930152e-01  5.98643910e-01\n",
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      " -1.79522645e+00  1.28915118e+00  3.76133911e-01 -5.65387581e-01\n",
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      " -6.87003910e-01 -6.38186315e-01  5.02066765e-01 -6.40694876e-01\n",
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      " -7.13249329e-01 -3.92483319e-01 -2.41162507e-02 -1.73648133e+00\n",
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      "  5.15207972e-02 -9.52674195e-01 -1.07267760e+00 -6.37512009e-01\n",
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      " -1.19149806e+00 -5.50636362e-01  2.89178781e-01 -3.45276532e-01\n",
      " -4.96871360e-01 -1.50285727e-01 -2.40235983e-01 -1.09274286e+00\n",
      "  7.13698168e-01 -9.49300335e-01 -5.49641761e-01 -2.01696190e-02\n",
      "  9.62127599e-02 -6.35432291e-02  7.37652416e-01 -8.31172715e-01\n",
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      " -6.75069959e-01  3.57482054e-01  6.53136064e-01 -3.75605187e-01\n",
      " -5.91203438e-01 -6.94016295e-01 -1.99125358e+00 -7.95630771e-01\n",
      " -5.96330712e-01  1.53417560e-01  4.49986984e-01 -7.68927733e-01\n",
      " -6.42838853e-01  7.81482902e-01 -4.10836300e-01 -7.28142526e-01\n",
      "  8.34403767e-01 -7.68932227e-01 -6.82590495e-01 -1.00823179e+00\n",
      " -8.82844017e-01 -4.11835395e-01  5.17902774e-01 -9.02711882e-01\n",
      " -3.90276119e-01  8.29736590e-01 -6.58564735e-01  1.25644316e+00\n",
      " -3.92640137e-01 -5.32817847e-01 -8.62843995e-01 -1.36620384e+00\n",
      "  6.29176772e-01 -1.83627407e-01 -7.38022107e-01 -5.53199837e-01\n",
      " -1.30458463e-02  6.89113430e-01 -9.86544692e-01 -1.66130054e-01\n",
      " -1.04399575e+00 -3.69036690e-01 -1.05464153e+00 -6.54201586e-01\n",
      "  5.25449959e-02 -6.31034703e-01 -2.03821009e-01 -4.11929569e-01\n",
      " -7.51755473e-01 -4.18668073e-01 -9.60156497e-01 -9.78844205e-02\n",
      " -6.50001704e-01 -8.21200021e-01 -1.44628674e+00 -4.77728240e-01\n",
      " -1.80988152e-01], 日期：2023-11-20 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2023-11-20 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1025, 唯一值数据[-2.02439118e+00  1.49139778e+00 -2.13153442e-01 -3.41592804e-01\n",
      " -3.98883422e-01  7.57594843e-01 -8.93721298e-01  1.22762539e+00\n",
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      " -8.78957208e-01  4.66047722e-01  4.62476626e-01  1.69614817e-02\n",
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      " -6.81087800e-01 -1.41374184e+00 -4.59938930e-01  1.14986675e+00\n",
      " -7.78594643e-01  5.99604239e-01  6.19424440e-01 -1.14787066e-01\n",
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      " -1.16844424e-01 -1.04997808e+00  6.07386484e-01 -1.19956892e+00\n",
      " -1.06936270e+00 -1.22748961e+00 -4.99922787e-01 -1.46821678e+00\n",
      " -4.01670263e-01 -8.84951535e-01  5.78238342e-01  1.11495312e+00\n",
      "  4.19984712e-01  1.42345827e+00 -3.25760589e-01 -5.43349751e-01\n",
      " -1.15773842e+00 -3.97045602e-01  5.46214985e-01 -4.32195150e-01\n",
      " -1.68590937e+00 -5.85191448e-01 -6.92126414e-01 -3.36795013e-01\n",
      " -7.33781871e-01 -5.32092172e-01 -1.43710805e-01 -4.97047892e-01\n",
      " -3.92004341e-01 -8.60988033e-01 -4.20690805e-01 -1.57539356e-01\n",
      " -3.40418034e-01  5.90911442e-01 -9.44148499e-01 -6.03818160e-01\n",
      " -1.97858015e-01 -8.93378684e-01 -1.04057323e+00 -1.62668753e-01\n",
      " -4.24551214e-01  7.44038631e-01 -5.20928717e-01 -5.01143876e-01\n",
      " -4.12516063e-01 -8.86555848e-01 -5.26293818e-01 -1.45492867e-01\n",
      "  1.31619688e+00 -7.62136166e-01 -1.21266841e+00 -1.93412926e+00\n",
      " -4.49893196e-01 -1.90704829e+00 -2.59309217e-01 -4.68099955e-01\n",
      " -2.59262102e-01  9.67934867e-01], 日期：2023-12-18 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2023-12-18 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1026, 唯一值数据[-4.57498615e-01 -5.29256179e-01 -9.94861094e-01 -7.74519230e-01\n",
      " -6.55108531e-01 -1.47925949e-01  1.29735175e-01 -8.12331015e-01\n",
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      " -1.14830657e+00 -7.22253215e-01 -1.47979138e-01 -8.93042406e-01\n",
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      " -1.00967410e+00  2.17381198e-01  2.05439528e-03 -2.68360714e-01\n",
      " -8.19083859e-01 -8.59198668e-01 -6.17039166e-01 -9.75545979e-01\n",
      " -8.24935020e-01 -1.06293540e+00  2.79038796e-01 -1.01270098e+00\n",
      "  1.02983767e+00 -4.75488086e-01 -3.74652286e-01  2.17329160e-01\n",
      " -9.98973044e-02 -9.67530485e-01  3.70608388e-01 -9.55536986e-01\n",
      " -1.01485073e+00 -5.86142211e-01 -2.98254902e-01 -5.92601901e-01\n",
      " -8.55492960e-01  3.74472244e-01 -6.34867152e-01  2.26925633e-01\n",
      " -7.81082151e-01 -8.86351347e-01  1.44300975e+00  5.28085651e-01\n",
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      " -7.50759571e-01 -9.72298327e-01  7.33224606e-01  4.59298286e-02\n",
      " -6.45969386e-01  3.71230848e-01 -6.56405565e-01  7.38731878e-01\n",
      "  1.01003409e+00  3.49142659e-01 -8.15569218e-02 -3.92046698e-01\n",
      " -3.68017985e-01 -7.57121133e-01 -4.52630841e-01 -2.69792218e-01\n",
      " -1.00925538e+00 -9.56866774e-01  4.48367969e-01 -8.92541630e-02\n",
      " -8.91212865e-01 -2.63729183e-01  4.57149226e-02  5.45647505e-02\n",
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      " -9.58688920e-02 -2.99482015e-01 -5.49288178e-01  6.71332960e-02\n",
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      "  1.95586816e-01 -7.90190174e-01  2.22179742e-01 -6.00330649e-01\n",
      "  4.76322324e-01 -2.12467551e+00  2.94634522e-01  1.05147395e+00\n",
      " -5.04476599e-01 -1.04368069e+00 -2.26426802e-01 -7.91171334e-01\n",
      " -1.89991874e-01 -1.52870705e-01  4.39298016e-01 -1.35450462e+00\n",
      " -7.44736947e-01 -3.78464289e-02 -3.37832369e-01 -1.31183253e+00\n",
      " -1.09644332e+00  2.35384486e-01  7.95948490e-02 -6.76780378e-01\n",
      " -6.19563083e-01 -9.18328741e-01 -5.64679898e-01 -9.05426938e-01\n",
      "  4.71095350e-01  2.86333626e-01 -9.92099802e-01 -6.66579367e-01\n",
      " -1.19582402e+00 -7.27698664e-01 -3.78212127e-01  2.12461125e-02\n",
      "  7.82529101e-01  3.91334227e-01 -6.06046726e-01 -5.30174441e-01\n",
      " -8.03425196e-01  5.70015540e-02  7.93417312e-01 -4.90148051e-01\n",
      " -8.76235915e-01 -9.32159955e-01  5.94346227e-01 -4.04964696e-01\n",
      "  5.80504486e-02  8.00136041e-01  2.94392293e-01 -6.37047948e-01\n",
      "  1.40052530e+00  5.00113643e-01 -9.05470054e-01 -9.84003680e-01\n",
      " -1.36808363e+00 -6.71477535e-01 -9.40769472e-01 -2.21884841e-01\n",
      " -9.26012052e-01  7.76479652e-01 -8.73755938e-01  5.63317336e-01\n",
      "  1.46927084e-02 -9.41993765e-01 -7.49842076e-01  6.54410650e-02\n",
      " -5.28631371e-02  1.45449740e+00 -6.41834096e-01 -5.65168732e-01\n",
      " -3.49127366e-01 -1.05496312e+00 -1.02221323e+00 -8.41043565e-01\n",
      "  1.41953347e-01 -4.89663361e-01  4.17733936e-02  4.80241640e-02\n",
      " -8.15352938e-01  2.05554002e-01 -7.00233681e-01 -9.79589626e-01\n",
      " -7.71142558e-01  1.12206657e+00 -1.35152338e+00 -9.75417035e-01\n",
      " -8.64646727e-01 -1.31618577e-01 -6.00201821e-01 -1.34127396e+00\n",
      " -6.85643523e-01 -1.28832861e+00 -7.64732566e-01  9.29972404e-01\n",
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      " -1.19627497e+00 -9.14450111e-01 -6.65446429e-01 -1.23562486e+00\n",
      " -2.28522059e-01 -1.41952241e+00  2.18253717e-01 -7.16251544e-01\n",
      " -6.34477059e-01 -1.05112745e+00 -1.06961888e+00 -1.62907198e-01\n",
      " -9.72191124e-01 -6.68130375e-01 -6.04410677e-01  1.21013273e+00\n",
      " -1.01986314e+00 -6.64329072e-01 -5.04226618e-01  1.03769775e-01\n",
      "  2.59680373e-01 -6.24731495e-01 -1.03677614e+00  8.30922702e-01\n",
      " -9.25787917e-01 -8.12151914e-01 -4.20988546e-01  3.23232367e-01\n",
      " -1.15008028e+00 -1.22032844e+00 -1.17558728e+00 -6.14490266e-01\n",
      " -7.69626742e-01  1.16269116e+00  1.22691785e-01 -7.96216713e-01\n",
      "  4.51851288e-01 -1.18551752e+00  4.36164227e-01 -9.29509954e-01\n",
      "  3.40793408e-01 -4.93253749e-01 -4.56519641e-01 -8.97856952e-01\n",
      "  1.07663652e+00 -1.55030434e-01 -5.06350272e-01 -9.24922613e-01\n",
      " -1.10633771e+00 -8.59025592e-01 -9.65207985e-01 -5.52151340e-01\n",
      " -8.57747861e-01 -3.17315450e-01 -9.81182521e-01 -5.24585965e-01\n",
      " -8.45477229e-01  5.28515770e-01 -1.19815296e+00 -9.48121175e-01\n",
      " -1.05403119e-01 -7.26918325e-01  4.99652363e-01 -5.41518253e-01\n",
      " -1.13246650e+00 -9.64025963e-01 -9.63133490e-01 -8.89755112e-01\n",
      " -9.67663861e-01 -7.19428046e-01 -5.24391552e-01 -8.69010814e-01\n",
      "  8.63812066e-01 -5.89244993e-01 -9.04612541e-01 -1.08366366e+00\n",
      " -4.68812263e-01 -1.17105245e+00 -1.05403518e+00  5.72519456e-01\n",
      " -9.12960237e-01 -1.23417909e+00 -9.22999224e-01 -1.20642707e+00\n",
      " -5.72098989e-01  1.66303729e-01 -3.04046694e-01 -5.29945950e-01\n",
      " -4.74583639e-01], 日期：2024-10-21 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2024-10-21 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1025, 唯一值数据[ 0.05216644  0.41131009  0.87917706  1.43813983 -0.83355093 -0.43821768\n",
      " -2.08949863 -0.53549223 -0.54341045 -0.77493475 -0.54778121  0.14679711\n",
      " -0.6001783  -0.51034901  1.05816363 -0.66636913 -0.11973586 -0.79039064\n",
      " -0.48363195  1.26377728 -0.76034132  1.18243333 -0.19674229 -0.68647387\n",
      " -0.29244509 -0.42365848 -0.58531729 -0.72749343  0.59817103 -0.68088376\n",
      " -0.67312513 -0.64211172 -0.48835617 -1.6166941  -0.79340795 -0.51149268\n",
      "  1.41332315 -0.67906787 -1.06142941  1.14996171 -0.58322643 -0.57166124\n",
      "  1.3841605  -0.89777954 -0.94222005 -1.47992226  0.00930281 -0.98283043\n",
      " -0.18733117  1.42573233  0.36942934 -0.17830169  0.61121842  0.00232661\n",
      "  1.31703631 -1.55294825  0.06874804 -1.08297031 -0.804893   -0.23520816\n",
      "  0.57268725 -0.2452959  -0.67621207 -1.18986859  0.53801413  0.41557604\n",
      "  0.8558278  -0.61644496  0.08634507  1.43719925 -1.25730804 -0.63308224\n",
      " -0.47029322  0.17923767 -0.79634311 -0.63746819 -1.38309525 -0.70492335\n",
      " -0.72090559 -0.75827781 -0.82442353 -0.57108211 -0.38024801 -0.27549856\n",
      "  0.31046564 -0.15735076 -1.05370759 -0.68820328 -0.84050138 -0.47196081\n",
      "  1.32319249 -0.74892119  1.17593229 -1.21303801  0.69262082 -0.0096038\n",
      " -1.00324864  0.81590614 -0.37734267 -0.11834593 -0.11522407  0.01430228\n",
      " -0.61190011  0.50289212 -0.60712541 -0.73063668 -0.49333053 -0.03227929\n",
      "  0.74714098 -1.49832425 -0.32951752 -0.54013629 -0.65914591  1.0043391\n",
      "  0.23146532  0.67775628 -1.86350198 -0.61694205 -0.65806937  0.45546618\n",
      "  0.90645238 -1.04095923  0.02078718 -0.92114844 -0.74507168 -1.83107108\n",
      " -0.95178679 -0.75457986 -0.59166464 -0.46782196 -1.09179582 -0.80728745\n",
      " -1.73932319 -0.14412254 -0.78837327 -1.50241012 -0.59717812 -0.35930017\n",
      " -0.7903816  -0.72767714 -0.13451447  0.48255238 -0.49434999 -1.25543854\n",
      " -0.24484039 -0.16909514 -0.43441784 -0.52009895 -0.76278242 -0.49590339\n",
      " -0.75049506 -1.66236405 -0.99431609 -0.54821141  1.34274834 -0.33737077\n",
      " -0.3277741  -0.53480519 -0.58799876 -0.63188302 -0.51409308  0.22042008\n",
      "  1.0577169  -0.09499306  0.07077477 -0.43724564  0.44697125 -0.73779764\n",
      " -0.77827503 -1.43406431 -0.69011956  0.5208538   1.29048954 -0.28202736\n",
      " -0.63806905 -0.66987975 -0.77165293 -0.74250623 -0.06285565  0.26476755\n",
      " -0.54469036  0.62741239 -0.8105567  -0.25447534 -0.31550836 -0.76012465\n",
      "  0.28749511 -0.91774942  0.78809665 -1.28040728 -1.97951146 -0.04063769\n",
      " -0.75810545 -0.61732045  0.51551041  0.59754183 -0.72236308 -0.8150779\n",
      " -0.77741054  0.68093503 -0.89528552 -0.4513883   0.46620653 -0.80805294\n",
      " -0.56616067  0.19917964 -0.26813416 -0.69770761 -0.82331425 -0.71990961\n",
      " -0.67654942 -1.32573313 -0.68600701 -0.80466216 -0.64797712 -1.13964239\n",
      " -0.035461   -0.56479968 -1.07508785 -0.58216358 -0.60464491 -0.38765922\n",
      "  0.70494145  0.05881374  0.12572215  1.36320328 -1.84242056 -0.81972667\n",
      " -0.85619936 -0.82229305 -0.87120529 -1.20573187 -0.69884238  0.95071833\n",
      " -0.31923526 -0.48669311  0.4813421  -0.03266866 -0.75638789 -0.46748371\n",
      " -0.78204292 -1.11339922 -0.55252629 -1.8934794   0.40689498 -0.8791506\n",
      " -0.59888062 -0.06404286 -1.06627299 -0.9085849  -0.76819269 -0.78138956\n",
      " -0.57554837 -0.9525973   0.16890803 -0.52487077 -0.64640951 -0.72812291\n",
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      " -0.5212771  -0.47802396 -1.23423403 -0.63518578 -0.78707253 -0.67799616\n",
      " -0.76419127 -0.9234615   0.80313071 -0.46687975 -0.05915601 -0.8983972\n",
      " -0.77545281 -0.41069085 -0.70278121  1.2224109  -0.74348395  0.54222276\n",
      " -0.5394462   0.43531754  1.40574176 -0.09970598  0.45608085 -0.54877047\n",
      " -0.53811495 -0.69386606 -0.51004135  0.44384428 -0.29868289 -1.05998953\n",
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      " -0.67652052 -0.80379814  0.2520198  -0.88741476  0.78790546 -0.877993\n",
      " -1.36805701 -0.76710038 -0.56199237 -0.5277442  -0.3989203  -0.52201417\n",
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      " -0.75232597 -0.33030925  0.09271581 -0.01782415 -0.41775524  0.61954337\n",
      " -0.40494113 -0.04148083 -0.60108545 -0.5676965  -0.56015608 -0.70728133\n",
      "  0.24616672 -0.15696233 -0.15157405  0.07991852 -1.09484657 -1.55673327\n",
      " -0.90032643 -1.63612498 -0.30398284 -0.76002982 -0.69048945 -0.83431241\n",
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      " -0.75405573 -0.58032443  0.29533505 -0.49159684 -0.03886758 -0.66568876\n",
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      " -0.35293497 -1.81702412  0.91027563 -0.74059422 -0.67608515 -0.97122681\n",
      "  0.89750958 -0.51562333  0.8260306  -0.51301785  0.14297752 -0.57327505\n",
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      " -0.09847455 -0.6570775  -0.27372324  0.61718417  1.40620013 -1.75233428\n",
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      " -0.55158846  1.15300819  0.96141074 -0.41070335  0.60057104  0.36746293\n",
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      " -1.56503355 -0.94113523  0.01608491  0.77587002 -0.18974385  0.2960817\n",
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      " -0.70003565 -0.91523917 -0.11733913 -1.08124125 -0.76204149 -0.34877635\n",
      " -0.84966961 -0.69476732  0.0600576  -0.03161107 -0.94031088 -0.59812531\n",
      " -0.70051809 -0.78739036 -1.0137161  -0.07563638 -0.9542751  -0.40013152\n",
      " -0.6913199  -0.49854305 -0.02305224 -0.00237839 -0.72430255 -0.64341472\n",
      " -0.43520022 -0.79836973 -0.66426199 -0.74634795  1.02348442 -0.65659731\n",
      " -1.68961151 -0.84108204 -0.71084015 -0.45721156 -0.93088973 -0.65237667\n",
      " -1.41468366  0.6664463  -0.67065791 -0.99614044 -0.42873802 -0.12082188\n",
      "  1.1496405  -0.38673995 -0.52428807 -0.23404273  0.01794409 -1.00975038\n",
      " -1.37738195  0.70876741 -0.72907915 -0.40413207  0.33104386 -0.58767597\n",
      " -1.33017249 -0.89319473  0.37223678  1.14849955 -0.40759423  0.87131404\n",
      " -0.61037899 -0.98209458 -0.29979424 -0.13473169  0.81758783 -0.80821205\n",
      " -0.647706   -0.6851873  -0.3256794   0.39324015], 日期：2025-01-14 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-01-14 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1026, 唯一值数据[-2.81429934e-01 -5.14156161e-01 -1.42183381e+00 -8.34611562e-01\n",
      "  1.41336563e+00 -6.34229042e-01 -6.69600951e-01  7.63660659e-01\n",
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      "  2.63021027e-01 -5.14528896e-01  8.80607466e-01 -3.65568062e-01\n",
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      " -2.30487784e-01 -7.26510059e-01  4.85733816e-01 -4.47848780e-01\n",
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      " -5.78638256e-01 -1.00658157e+00 -1.96317264e-01 -1.03208607e+00\n",
      " -3.40994701e-01 -9.31879520e-01  5.45528334e-01 -8.87831050e-01\n",
      " -7.25401450e-01  9.44950397e-01 -1.43903000e+00 -6.31618392e-01\n",
      " -7.14421589e-01 -7.60676416e-01 -1.90437565e-01 -1.00319597e+00\n",
      " -1.34320368e+00 -2.43296392e-01  1.03016361e+00 -5.05827863e-01\n",
      " -7.29429595e-01 -9.32093995e-01 -3.68551188e-01 -1.06264356e+00\n",
      " -1.29484247e+00 -3.81441532e-01 -1.62236526e+00  4.06005721e-01\n",
      " -1.27787418e+00 -6.15462408e-01 -6.29845497e-01 -7.36107856e-01\n",
      " -6.23534961e-01 -8.27521594e-02  9.05562949e-01 -5.68611594e-01\n",
      " -3.65010227e-01 -1.00640725e+00 -1.17018931e+00  2.27125000e-01\n",
      " -5.87995803e-01  3.44027120e-01 -8.14187350e-01 -7.45882602e-01\n",
      " -1.19028760e+00 -6.18256619e-01 -6.36265221e-01 -5.91438200e-01\n",
      "  1.66099168e-01 -7.10078475e-01 -1.46627515e-02 -1.66497814e-01\n",
      " -6.86739038e-01], 日期：2025-02-19 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-02-19 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1023, 唯一值数据[ 1.39726354e+00 -9.35321623e-02 -7.83278021e-01  2.76559863e-01\n",
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      " -6.83272746e-01 -1.89616858e-01  1.20459005e+00 -4.11025738e-01\n",
      " -5.71837329e-01 -1.04248994e+00 -5.15082149e-01 -3.90390357e-01\n",
      " -7.81173499e-01 -8.53178909e-01  3.61947132e-01 -1.22960453e+00\n",
      " -5.68582068e-01 -1.08474484e+00  6.56589351e-01  1.16894640e+00\n",
      " -7.36281917e-01  9.64352394e-01 -6.27109136e-01 -3.67578465e-01\n",
      " -8.37020471e-01  4.56375312e-01  2.55974146e-02 -9.73208718e-01\n",
      " -5.08234419e-01  4.50068505e-01 -3.86829913e-01  1.13735966e+00\n",
      " -6.54344476e-01 -3.34378081e-01 -7.56602994e-01 -6.75063216e-01\n",
      " -7.05947267e-01 -5.63022885e-01 -7.74775167e-01  1.32347523e+00\n",
      " -3.33681280e-01 -6.26363876e-02  1.06623783e+00 -3.40437018e-01\n",
      "  6.26945576e-01 -5.75663245e-01  9.96793862e-01  8.77633605e-01\n",
      " -1.56283001e-01 -9.41527116e-01 -1.52182748e+00 -6.84027642e-01\n",
      " -4.68458036e-01 -7.85920846e-01 -7.44189746e-01  1.09132448e-01\n",
      " -5.21031427e-01 -1.52849419e+00 -3.00698708e-01 -1.46982838e+00\n",
      " -1.23617854e-01 -9.58568647e-02 -3.60441974e-01  2.56850404e-01\n",
      " -8.25307916e-01  7.44608914e-01 -9.41874484e-01 -9.70684461e-01\n",
      "  1.75521780e-02 -5.23663295e-01 -5.86732870e-01 -5.95452807e-01\n",
      "  1.06812416e+00 -8.57162726e-01 -3.13806978e-01  7.25654376e-02\n",
      " -1.47148972e+00 -7.59059823e-01 -5.79857933e-01 -1.37309681e+00\n",
      " -9.80014115e-01 -8.21785577e-01 -5.96352472e-01 -7.78466491e-01\n",
      " -3.41925448e-01 -5.28997356e-01 -8.26432458e-01 -8.36237889e-01\n",
      "  5.70858499e-01 -7.85566934e-01 -7.00987541e-01 -9.21784305e-01\n",
      " -1.54873132e+00 -4.64391544e-01 -6.41587187e-01 -9.19634737e-01\n",
      " -7.85421841e-01 -5.17126810e-01 -1.40207410e-01 -4.84928082e-01\n",
      " -1.01404333e+00 -7.71734054e-01 -8.20887697e-01 -8.10578455e-01\n",
      " -8.62181723e-01 -1.05674015e+00 -7.91227988e-01  2.99733136e-01\n",
      "  3.92390894e-01 -5.74878172e-01 -7.59198019e-01 -3.50789224e-01\n",
      " -5.00265719e-01 -7.15329549e-01 -5.40891109e-01  1.22606140e+00\n",
      " -8.01936637e-01 -3.06715721e-01 -2.09882238e-01 -5.07124349e-01\n",
      "  5.64141833e-01 -6.57490324e-01 -7.14994021e-01 -1.15274335e+00\n",
      " -1.75616035e-01 -1.15315701e-01 -1.47779131e-01 -7.08980126e-01\n",
      " -5.65209328e-01 -7.39851521e-02 -8.35684296e-01 -9.90141085e-01\n",
      "  5.62776392e-02 -9.51254781e-01 -1.05711056e-03 -8.22947584e-01\n",
      " -4.91256768e-01 -4.86442308e-01  6.45630095e-02 -2.08671801e-01\n",
      " -9.61934835e-01 -1.98989594e+00 -6.92469296e-01 -7.41868602e-01\n",
      "  1.40039039e-01 -8.13418441e-01  3.92669852e-03  2.20329283e-01\n",
      " -7.29587309e-01 -7.72118908e-01 -2.89698081e-01 -2.64022152e-01\n",
      "  8.46358491e-02 -1.06912870e+00 -1.34700065e-01 -8.09966935e-01\n",
      " -5.85471053e-01  9.40441281e-01 -4.62430304e-01 -7.51057510e-01\n",
      " -1.07315401e+00 -9.00329794e-01 -3.32938454e-02  3.53539040e-01\n",
      " -5.60578689e-01 -7.25663160e-01 -7.92924970e-01  7.02641810e-01\n",
      " -5.63407095e-01 -2.34501821e-01 -5.07557334e-01 -8.08681288e-01\n",
      " -2.17263976e-01 -8.76902506e-01 -7.72524957e-01 -2.48337573e-01\n",
      " -8.26902793e-01 -3.38670465e-01 -7.14178792e-01 -8.82928681e-01\n",
      " -7.89260216e-02 -9.42203283e-01 -7.44332975e-01 -5.91379915e-01\n",
      " -6.69531862e-01 -7.81799155e-01 -8.03931049e-01], 日期：2025-03-19 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-03-19 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1027, 唯一值数据[-0.46496784  1.49006708 -0.99984171 -0.80949976  1.37878271 -0.72688018\n",
      "  0.8076945   0.10162032 -0.70250251 -0.80936021 -0.55080558 -0.75904517\n",
      " -0.75527822 -0.9590086   0.0379976  -0.90727227  1.19039062 -0.70676366\n",
      " -0.82077146  1.01788049 -0.84707393  0.13642949 -1.87347929 -0.75486506\n",
      "  0.5325535  -0.05155648 -1.13375536 -0.85132804  0.71577872 -0.47391871\n",
      "  0.41407544 -0.94114875 -0.77375947 -0.8815683  -0.99537345 -0.01071835\n",
      " -1.04993803 -0.84501224 -0.73333059 -0.62423976 -0.02469057  0.00557619\n",
      " -0.25910774 -0.91821775 -0.77432256 -1.26367206 -0.78439212 -0.88432686\n",
      " -0.03046729 -1.19990016 -0.04965319 -0.83759341 -0.46646507 -0.97397218\n",
      " -0.86863524 -1.07165658  1.48951805 -1.01968338  1.08399081 -0.61693221\n",
      "  0.28564209 -0.35685319 -0.50751707 -0.87093395  1.04005955 -0.77426887\n",
      " -0.89561035 -0.65103993 -0.02496913  0.8058731  -0.97326878 -1.73312879\n",
      " -0.67431328 -2.12236017 -0.25413867 -0.29699874 -0.89305571  0.94380751\n",
      " -1.87372926 -0.86021391 -0.77589118 -1.45254303 -1.02011272 -0.18858365\n",
      "  0.64478019 -0.79120684 -0.83129771 -0.80895238  0.66831447 -0.10308422\n",
      " -0.70259482 -1.46350546 -0.83490444 -0.87978409  0.03596633  0.25297282\n",
      " -1.43853304 -0.86580406 -0.89882552  0.37392033 -0.58877298 -0.82167761\n",
      "  0.31455224  0.48825647 -0.08794478  1.18125883 -0.77167134 -0.81459906\n",
      "  1.3428781   0.92673897 -1.51896633  1.05863812 -0.88084074 -0.95430877\n",
      " -0.74359883 -0.83989035 -0.82872791 -0.69315691 -0.68363898 -1.21453943\n",
      " -0.01007016 -0.54285441 -0.83035079 -1.2740235  -1.17225515 -0.12097182\n",
      "  0.84759046 -0.87130397  1.32781374 -0.48370207 -0.8651262  -0.37675862\n",
      "  1.45728494 -1.09880526 -1.30321907  0.34811828 -0.16125046 -0.37506298\n",
      "  0.5887684   1.22043326 -1.36951975  0.8254469  -0.63458519 -1.22757039\n",
      "  1.23609807 -0.95702999 -1.18791135 -1.18853248 -1.43426268 -0.02293145\n",
      "  1.18853453  1.38693506 -1.11411283 -0.85775232 -0.29608262 -0.57807646\n",
      " -0.8387347  -0.67222059 -0.80504112 -0.83934192 -1.36199222 -0.90262799\n",
      " -0.73040871 -0.4540252  -0.68077139 -1.82430747 -0.3615724  -0.48808116\n",
      " -1.69675066 -0.67148247 -0.72462835 -0.46044101 -0.87565268  1.4829906\n",
      " -0.40250301 -0.93932372 -0.68444542  0.606952   -0.55911853 -1.14537045\n",
      " -0.00532706 -1.05146323 -1.0000162   0.96447933 -0.51595998 -1.13597427\n",
      " -0.6081439  -1.02353054 -0.90920363 -0.90474334  1.37094762 -0.89270086\n",
      " -0.90481636 -0.9931448   0.9046369  -0.64410582 -0.62819975 -0.21272783\n",
      " -1.03795627 -0.13089996 -0.37774134  0.15723135 -0.91516877 -0.3278548\n",
      " -0.95435813  0.89475551 -0.7028427   0.63065977 -1.05645401 -0.58028174\n",
      " -0.66775782 -0.8446622  -0.18396424  0.02720737 -0.17681187  0.28331064\n",
      " -0.6575938  -1.05163897  0.61705146 -0.67259766  1.05057164 -0.77834757\n",
      " -0.68233585  0.51340512 -0.09775903 -0.78576246 -0.70151248 -0.31148539\n",
      " -0.78089001 -0.68206952 -0.69993503  0.41836051 -0.92434816 -0.52338779\n",
      "  0.24343151 -0.45105424 -0.28850781 -1.07653597 -0.86993544 -0.65566074\n",
      " -0.64156908 -0.56195229  0.9856932   0.08598801  0.51042511 -0.73575253\n",
      " -0.12981896 -0.67421019  0.18940027 -0.42291526 -0.19508303 -1.01188251\n",
      " -0.15528776 -1.94391349 -0.69706296 -0.47620909 -0.55780568 -0.92266909\n",
      "  0.94067331 -0.89369551 -0.79808581 -0.69793053 -0.41900729 -0.89620828\n",
      " -0.73395478 -1.22865593 -1.00173561 -1.12201635 -0.80488336 -0.7268283\n",
      " -0.80871416 -0.69639144 -0.96623486 -0.1184807  -0.78866861 -0.76695514\n",
      " -0.63436383  0.15459925 -1.17935747 -0.07629783 -0.71584437 -0.78345041\n",
      " -0.16331977  0.98398181 -0.26354138 -0.463463    0.09913673 -0.9141194\n",
      "  0.17122658  0.52488127  1.33252825  1.15654809 -0.51181987 -1.41397206\n",
      " -0.16828549 -0.31614655 -0.91593398 -0.20000814 -0.34271414 -0.20306112\n",
      " -0.68771138 -0.88625625 -0.28592768 -1.35224382 -0.78136725 -1.05304194\n",
      " -0.80850522 -0.81001446  1.41717751 -0.7875686   0.32425291 -0.76367201\n",
      " -0.76510018 -0.4775714   0.57425806  1.42028921  1.46769237  0.30331006\n",
      " -0.93444203 -0.69981227 -1.02948506 -0.63092956  1.43987302  0.08673513\n",
      " -0.83419086 -0.00971786 -0.63685946 -1.39241946  1.35309109 -0.20554445\n",
      "  0.65509525  0.21569142  0.36513934  0.99430648 -0.34077348 -0.13118811\n",
      " -1.25590271 -1.53133078 -1.12992781 -0.13849674 -0.2860458  -0.5957842\n",
      " -0.22989349 -0.49293031 -1.47089888 -0.38430362 -0.64034326 -0.86692726\n",
      " -2.0230461  -0.41187695  1.01165254 -1.07686175 -0.58681125 -0.12435098\n",
      " -1.07921364  0.30714721 -0.24416352 -0.333225   -0.77513036 -0.77540339\n",
      " -0.63240953 -0.64986168 -0.62422602 -0.72631768 -1.05437069 -0.86445694\n",
      " -0.69480546 -0.41668892 -0.81605673 -0.6936227   0.2990639  -0.86506604\n",
      " -0.8425694   0.7965124  -0.41704955  0.15292678  0.35888879  1.02962384\n",
      " -0.79896447  0.03253365 -0.95858036  0.94641825  0.72662014  0.11035517\n",
      " -0.32149646  0.76105942 -0.34988019 -1.11237876  0.92054911 -1.40232397\n",
      "  1.20095988 -0.93337467  0.25918901 -0.73034605 -1.15971628  0.36551306\n",
      " -1.48378376 -0.81255581  0.81640645  0.72400827 -1.42776552  0.22371735\n",
      "  0.55642537 -1.60469947  0.06130297 -0.20931853 -0.56094798 -0.80637116\n",
      "  0.59446937 -0.3117415   0.49167625 -0.94918985  0.95621655  0.23458271\n",
      " -0.3771409  -1.70241778  1.06876173 -0.82868129  0.81649913  0.16608531\n",
      " -0.90295524 -0.92071896 -0.98946023 -0.69949095  0.69465805 -0.44758119\n",
      " -0.21830119 -0.52426552 -0.64394986 -0.13871353 -0.70337609 -0.05060135\n",
      " -1.65552581 -0.83823617 -0.79457836 -0.44944088 -0.56090665 -0.42365095\n",
      "  0.59414685  0.18967728 -0.10757865 -0.85786919 -0.82963519 -0.72510404\n",
      "  0.99710752 -0.76416731 -0.52657386 -0.95190941  1.09158935 -0.08702412\n",
      " -0.69158981  0.27157689 -0.98202989  0.64984458 -0.65675574 -0.3650346\n",
      " -0.55938749 -0.92384145 -0.5921752   0.15462454  0.34343121 -0.86268423\n",
      " -0.60256112  0.68604354  0.49326678 -0.47054543 -0.372808   -0.91433006\n",
      "  0.53396094  0.58604032  0.3075235  -1.03018138 -0.34327311  0.78652543\n",
      "  0.16146678  0.25320246 -0.57690689 -0.93727533  0.3904234  -0.72785335\n",
      " -0.3627097  -0.85096584 -0.8931821   0.14733913 -0.84805412 -0.4605205\n",
      " -1.03728156  1.19904414  0.825817   -0.02122419 -0.82508029 -0.98435357\n",
      " -0.9366779   0.43899579 -0.25268494  1.44701787 -1.23399585 -0.43253884\n",
      " -0.11821226  0.42198164 -1.0920893  -0.43783415 -0.74707059 -0.39843574\n",
      "  0.41909627 -0.96997254 -0.70640757 -0.97118131 -0.80394649 -0.66877962\n",
      "  1.47836216 -0.87673938 -0.16146534 -0.73885894 -0.05763385 -0.49964049\n",
      " -0.1771812  -0.90999128 -0.29335386 -0.20164377 -0.31280593  1.05619169\n",
      " -0.90304387 -1.05604698 -0.78566058  0.20630327 -0.41225188 -1.10545799\n",
      " -1.36584284 -0.24991191 -0.47946458 -0.02304833 -0.78111362 -0.91362634\n",
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      " -0.93661757 -0.0986993  -0.6748079  -0.71577376 -1.23343327  0.50006918\n",
      "  1.47409123 -0.6944335  -0.00231366  0.00288067 -0.01695492 -0.23658587\n",
      "  1.48230158 -0.78384144  0.30795522 -0.83408981 -0.30231144 -0.74101997\n",
      " -1.1110098  -0.71101827 -0.2452812  -0.43907664 -0.79181885 -0.8686543\n",
      " -0.34288815 -0.26675742  1.37943065  0.58661426 -0.84692187 -1.0066319\n",
      " -0.34250938  0.0111322  -0.06370389  0.45118386 -0.42854365 -0.67336465\n",
      " -0.22600526 -0.02789103  1.23776797  1.24970287  0.45418524 -0.34670878\n",
      " -0.92149953 -0.74076088  1.10867059 -0.30608666 -1.12252279 -0.66799492\n",
      " -0.84057962 -0.96709637  0.14732602 -0.89779712 -0.5803247  -0.71277044\n",
      " -0.58568092 -0.72468941 -0.45374584  0.01079239 -0.66433071 -0.7874154\n",
      "  0.9872217   0.67180164 -0.06957763 -0.98733861  1.0273091   1.20547623\n",
      " -0.71856092  0.08872662 -1.50891646 -1.2622913  -0.99203267 -0.93524655\n",
      "  0.54170531 -0.86495433 -0.40458744 -0.28039855 -0.79981562 -0.28318499\n",
      " -1.01647916 -0.83110621 -0.12809953  0.10097042 -0.72758735 -0.31467589\n",
      "  0.61444485 -0.51845035 -0.39455343 -0.87222336 -0.5727      1.05865711\n",
      " -0.10989833 -1.02763961 -0.52792987 -0.73897665 -0.64554795 -0.16298259\n",
      "  0.34951663  1.40294026 -0.64952924 -0.25116892 -0.91558027  0.66897231\n",
      " -0.86643068 -0.34954451 -0.42198501  0.78570235 -0.86141144 -0.7040758\n",
      " -0.17535298 -0.65703192 -1.34629159 -0.81219945 -0.23893875 -0.80486448\n",
      " -0.22573026  1.42297281 -0.03266561 -0.71754356  0.74538975 -0.57713967\n",
      " -0.47633665 -0.42667983 -0.49298878  0.30688155  0.42708039 -0.11381717\n",
      " -0.75366582 -0.5098179   1.01146594 -0.40790576 -0.32347628  0.67606132\n",
      " -0.99541964 -0.26462216  0.57319069 -0.15481517 -0.78351354 -0.62251336\n",
      " -0.94733288  1.03795103 -0.89917307 -0.84664369 -0.64004141  1.38152307\n",
      "  0.02412281 -0.0222509  -1.10209252 -1.35078844  0.61545463 -2.08808813\n",
      " -0.23589206 -0.51490159 -0.79455609  1.44633773 -0.93391315 -0.58967262\n",
      "  0.35915538 -0.16425576  0.44620421 -0.75041053 -0.06379657  0.0780463\n",
      " -0.8092204  -0.3748151  -0.01199668 -0.72347993 -0.60323174  0.30722369\n",
      " -0.91735242 -0.96590047  0.54866304 -0.92094389 -0.67745265 -0.8034129\n",
      " -1.00642963 -0.50528315 -1.3854929  -0.25444968 -0.21382658 -1.17754004\n",
      " -0.87993642 -0.77255    -0.26076922 -0.84605809 -0.97576496 -0.64468098\n",
      " -0.73806401 -0.79591519  0.04459307 -0.23117972  1.05035903 -0.62250691\n",
      " -0.71515511  0.12223661 -1.6932702  -0.51876276 -0.38965735  0.21816334\n",
      " -1.09727524 -0.86179978 -0.75039801 -0.82008681  0.40397267 -1.05157072\n",
      " -0.53574683 -0.84180698 -0.83814111 -0.31423612 -0.81215874 -0.55961833\n",
      " -0.48521602  1.30195265 -0.70433096 -0.02148283 -0.74984585 -0.80990569\n",
      " -1.11040092 -0.91540998 -0.74755223  1.06687614 -0.88082861 -0.7835441\n",
      " -0.73111175 -0.87900954 -0.86328574  1.37684344 -1.02066382 -1.06734822\n",
      " -0.62129852 -0.68734313 -0.60630948  1.21852062 -0.56545538 -0.67760092\n",
      " -0.62403842  0.23126779 -0.92949155 -0.16110138  0.3275381  -0.3689943\n",
      " -0.7981328  -0.99381194  1.4419669  -0.24398347  1.15650474 -1.32369242\n",
      " -0.75548695 -0.64752633 -0.73099186 -0.97159926 -1.01234407 -0.58904417\n",
      "  1.1502995  -1.10988994 -0.43867841], 日期：2025-04-17 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-04-17 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1027, 唯一值数据[-4.02992356e-01 -1.10144717e-01 -4.06741465e-02  2.01617090e-02\n",
      " -9.39952420e-01 -1.11614044e+00 -7.47702077e-01  6.68949676e-01\n",
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      " -6.98232737e-01 -4.45972869e-01 -9.66908872e-01 -8.93896282e-01\n",
      " -8.72061544e-01 -4.57962657e-01  3.52211299e-01 -6.04672779e-01\n",
      " -8.14714944e-01 -2.66460917e-01 -6.81134493e-01 -1.10937457e+00\n",
      " -7.69798142e-01  3.42836096e-01 -5.88238491e-01 -7.17330417e-01\n",
      " -8.36406346e-01 -3.70444383e-01 -7.62156971e-01 -8.02343474e-01\n",
      " -3.01686647e-01 -7.08459052e-01  3.57214904e-01 -1.36310446e-01\n",
      " -5.87530968e-01 -1.01584378e+00 -1.04267145e+00 -8.56156555e-01\n",
      "  7.61709716e-01  1.74934860e-01 -4.70846469e-01 -1.70332838e-01\n",
      " -8.27327282e-01 -4.93544862e-01 -7.75845458e-01 -6.10125244e-01\n",
      " -4.98898950e-01 -6.24696176e-01  2.11891075e-01 -7.61389385e-01\n",
      " -2.78456847e-01 -1.01037687e-01 -1.84281237e+00 -7.02987398e-01\n",
      "  1.25844970e+00 -5.45493957e-01  2.27100395e-01 -3.32533568e-01\n",
      "  8.20853926e-01 -8.31626169e-01 -1.36608360e+00 -9.88403587e-01\n",
      "  1.32230341e+00  2.22280577e-01 -1.53323690e-01 -4.17627735e-01\n",
      " -4.91537910e-01 -4.03443930e-01  2.22527386e-01 -5.19977860e-01\n",
      "  1.20898285e-01  1.55722704e-01  1.20020158e+00  1.38692348e+00\n",
      "  3.98120606e-01 -2.15744669e-01 -4.48706805e-02 -6.63502289e-01\n",
      " -5.69328882e-01  6.70221525e-01 -1.32462452e+00  3.60555705e-01\n",
      " -1.57412278e-01 -7.87296488e-01 -4.67424798e-01 -5.04969344e-01\n",
      "  1.38860243e+00 -6.24200206e-01 -3.40391447e-01  9.66067435e-01\n",
      "  1.06460100e+00  1.95125472e-01 -2.24292886e-02 -1.98357146e-01\n",
      "  4.64925916e-02 -1.72228684e-01  1.46235594e+00], 日期：2025-05-20 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-05-20 00:00:00, 采用rank+cut方式进行分组\n",
      "分组异常，有效样本数1028, 唯一值数据[-0.25830101  0.19702442  1.5009933  -0.79618938 -0.95878487  1.14057222\n",
      " -0.68668513 -0.974421   -1.08965708  0.89559729 -0.10252986 -0.647949\n",
      " -0.71430293 -0.64409672  0.545561   -0.24256808  0.64243312 -0.14532128\n",
      " -0.76479391  0.89491589  1.49243871 -0.9099268  -0.02733326  0.37919535\n",
      " -0.46271276  0.25249356 -0.92999331  0.38942066 -0.56256112 -0.82235559\n",
      " -0.66700617 -1.01079935 -0.3423381  -0.1263474  -0.06766942 -0.77630136\n",
      "  0.2590202  -0.50035277  0.37261796 -0.50158719 -0.42416937  1.43211617\n",
      "  0.29116065 -0.83646394  0.29843293 -0.81287805 -0.89376304 -0.9404219\n",
      " -0.90066701 -0.60066247 -1.14843299 -0.41841675  0.30288304  0.94215096\n",
      " -0.57889337  1.11893222 -1.22984158 -1.20235716 -0.61483513 -0.78792409\n",
      "  0.69474653  0.03595855 -0.9555105  -0.1338593  -0.77058125 -0.28582867\n",
      " -0.45065252 -0.5524208   0.44637745  0.22696635 -0.42160904  1.04220621\n",
      "  0.3725694  -1.05133105 -0.09357521  1.09391989 -0.47420779  1.19015797\n",
      " -0.85858853  0.46767423 -0.10644235 -0.00546438 -1.18362269  1.23833423\n",
      " -0.2031861   1.05461339  0.07148471 -0.64829348 -0.1384318   0.02050427\n",
      " -0.95752211 -0.08615128  1.41894187 -0.73340332 -0.68633818 -0.71363545\n",
      "  0.01436711  0.33421034  0.7821496  -1.44472156 -1.13315021  0.89525856\n",
      " -1.03423866 -0.59463819 -0.02414059 -1.05546503 -0.23798817  0.03333798\n",
      " -0.16207241  0.48164897 -0.90576219 -0.67182036  0.14769464 -0.87749224\n",
      "  0.09556681 -0.39227627 -0.65953954 -0.51077197 -0.78731159 -0.92169955\n",
      " -0.53490603 -0.32022887  0.52450331 -0.55316111 -0.05931449  1.02757858\n",
      " -0.3633657  -0.95839653 -0.92592907 -1.03052913 -0.27334207 -0.31621192\n",
      "  0.85375638 -0.19650638  1.28246202 -0.05905321  1.12878856 -0.51352043\n",
      "  1.09087598 -0.76658126  0.50230129 -0.81324208 -0.69293331 -1.01549436\n",
      "  0.73195163 -1.00820062 -0.30860789 -0.14291091 -0.86364547  0.04281909\n",
      " -0.79926185 -0.60994097 -0.74033225 -0.90329006 -0.9838938  -0.74246997\n",
      "  0.61741607  0.34343701 -0.96137898 -1.4645131  -0.73700182 -0.68046416\n",
      " -1.5137058   0.32402153 -0.5535707   0.51869555 -0.50077025 -0.34013283\n",
      " -0.89666761 -0.19767186 -0.82392167 -0.54114895 -0.96240034 -0.18118381\n",
      " -1.03594504 -0.75865197 -0.92365972 -0.23132818 -0.55233644  0.08182655\n",
      " -0.66420931 -0.98613342  0.02599073 -0.06037309  0.34593612 -0.87024692\n",
      " -0.10452352  1.16991935 -0.91698025 -0.96255727 -0.70826324 -0.55741882\n",
      " -0.79316073 -1.01072551  1.02818411 -0.91217124 -0.49482389 -0.66452203\n",
      " -0.01489473 -0.53792621 -1.02917892 -1.45999524 -1.14049155 -0.88917847\n",
      " -0.56680875  0.13222896  1.08346504 -1.28685652 -0.83908421  1.14140884\n",
      " -0.71536665 -0.63216173 -0.79944785  0.69988659 -0.35657718 -0.09175678\n",
      "  0.05494465 -1.13666    -0.86399178 -0.60386684  1.39197524 -0.5549116\n",
      " -1.05422375  0.71890537 -0.41787902 -1.4631018  -0.88696064 -0.96079928\n",
      " -0.85851992 -0.5359743  -0.24799151 -0.60861715 -0.73831562 -0.45234751\n",
      " -1.3223535  -0.94892283  0.19231506 -0.34815336  0.03497296 -0.89226829\n",
      " -0.28247053  1.38199504 -0.85656311 -1.01884017  1.2308744  -1.0768939\n",
      " -0.66134144 -0.75670226 -0.65083989 -0.54072047 -1.11141627 -0.65121232\n",
      " -0.4952896  -0.61494025 -0.3683398  -0.22515978 -0.98642227 -0.93493403\n",
      " -0.34305912 -0.85056624 -0.90419419 -0.91601151 -0.83269002 -0.40077952\n",
      " -0.64099583 -0.75373983 -0.91960755 -0.88183521 -1.05506811 -0.53868799\n",
      " -0.90238373 -2.10812705 -0.64942174 -0.95268473 -0.44547557 -0.88649411\n",
      " -0.51403732 -1.22116777 -0.83581548  1.26885626 -0.86840449 -0.77266986\n",
      " -0.95792487 -0.24294895 -0.82333565 -0.81573676  1.16861926 -1.1105518\n",
      "  1.37180524 -0.87795449  0.03551799 -1.26629348 -0.03873424 -0.66195315\n",
      "  0.76616444 -0.80600993 -0.23762067 -0.76273696 -0.89209777 -0.94313737\n",
      " -0.878108   -0.71214183 -1.44976987 -0.53540902 -0.74951802 -0.29240168\n",
      " -0.96630028 -0.40955993 -0.73558877 -0.4068326  -1.29725372  1.22590096\n",
      "  1.20260044 -0.94062178 -1.60708895  0.97626698 -2.15601011 -1.50608489\n",
      "  0.45052008 -1.30731715 -1.00676327 -0.88326338  1.40923287 -0.48608649\n",
      "  0.18886149  0.36466966 -0.14480262 -0.75166571 -0.33478794 -0.16486387\n",
      "  0.00295177 -0.64167079 -0.24278754 -0.83255342 -0.85665708 -0.72763176\n",
      "  1.19152339 -1.07138008 -0.76931133 -0.90363067 -1.42001005 -1.08622462\n",
      " -1.03268678 -0.71150442 -0.44123817  1.10778874 -0.94429039  1.27321539\n",
      " -0.52773028  0.1250833  -0.70144798 -1.27769605 -0.90449016 -0.8558408\n",
      " -0.29694546 -0.35839117 -0.70450102 -0.89600084 -0.10879309 -0.6696013\n",
      " -0.86170354  0.44261739 -0.25101947 -0.83926101 -0.24526768 -0.58238768\n",
      " -0.69514137 -1.44803021 -2.05450883 -1.03314286 -0.49023137  1.42945241\n",
      " -0.01169088 -0.08092352 -0.22444177 -0.86729971 -0.26041343  1.25968636\n",
      " -0.89838349 -1.57837893 -0.55455654  1.18165741 -0.49530945  0.27564247\n",
      "  1.37260963 -0.13289952 -0.19731176  0.38365413 -0.93324817 -0.93193809\n",
      " -0.60823041 -0.4037091  -1.23023366 -0.94357995 -0.33814537 -0.8514202\n",
      "  1.29993362  1.12100513  0.74736523  1.29080341  0.20847495 -0.38915644\n",
      "  1.21108478 -0.94092961 -0.85430087 -0.43708255 -0.95043689  0.54888609\n",
      "  1.02130636 -0.87398671 -0.52242225 -1.87813766  0.50532942  0.25667018\n",
      " -0.617123   -0.00467402 -0.43673802 -0.86733987  0.01661234 -0.19988102\n",
      "  0.74217595  0.96073301  0.93433465 -0.55457252 -0.48753813 -0.49014845\n",
      "  1.16318147 -1.52042718 -0.17545597 -0.95501739  1.22005802  0.50242494\n",
      " -0.06296581  1.33501166 -0.87173354 -0.57663258 -0.10918092 -0.2741219\n",
      " -0.98071489 -0.94489289 -0.94700591  0.20807977 -1.38430628  1.14112843\n",
      "  0.34443894 -0.61944025 -0.89515243 -0.74470795  1.08975325 -1.06641394\n",
      " -1.4981099  -1.0483036  -0.49315323 -0.52455649  0.27268165 -0.74604106\n",
      " -1.14991959 -0.76245991 -0.52101756 -0.9655924  -0.79971725 -0.17097385\n",
      "  0.32663584 -0.73734853 -1.22089372  0.33416287  0.0413435  -0.75203203\n",
      " -0.31234147  0.0782877  -0.79370826 -0.98121938 -1.07503792 -0.7838553\n",
      " -0.26231659 -0.94646263 -0.84035285 -0.85516985 -0.73281593 -0.0217807\n",
      " -0.61969536 -0.45551563 -0.86870277 -0.63792753 -0.85779714 -0.65420206\n",
      "  0.96589916 -0.41894375 -0.76185438 -0.24122995 -0.92448422 -0.80710542\n",
      " -0.39049868 -0.75809924 -0.50454876 -0.99777335  0.53200359  0.4988884\n",
      " -0.1475926  -1.91164956 -0.71137386 -1.06994962 -0.92160645 -1.08322685\n",
      " -0.48575446 -0.71530148 -0.79127943 -0.70372086  0.98406071 -0.42480527\n",
      " -0.46208781 -0.81659591 -0.98825611  0.20825966 -1.28756373  0.28518957\n",
      " -1.48374946 -0.36994874 -0.5933079  -1.02258807 -0.21704684 -0.36146797\n",
      " -1.0563738  -0.42385608 -0.96690994 -0.20780772 -0.86856293 -1.22091493\n",
      " -0.95875029 -1.75339499 -0.85121295 -0.61055933 -0.70275831  0.68066886\n",
      " -1.06894258 -0.07385339 -0.75044781 -1.22678788  0.15714998  0.76514311\n",
      " -0.01107076 -0.83195758 -0.57635902 -0.69657429 -0.71018    -0.92152864\n",
      " -1.32186923  0.86266571 -0.36308809 -0.4849675  -1.04867802  0.46139303\n",
      "  0.35872796 -0.66497204  0.75380977 -0.98094055 -1.00995241 -0.76379587\n",
      "  0.47927022 -1.22355419 -0.83739889 -0.41867661  0.96579875  0.95664968\n",
      "  0.6774467   0.26528441 -0.61354932  0.04920958  1.44891098 -0.34251047\n",
      " -0.36502491 -0.83123145  0.77943904 -0.23657408 -0.36354389  0.14163147\n",
      "  0.11708645  0.74646241 -0.28015405  0.37630293 -0.61961942  0.56706485\n",
      " -0.75825484 -0.38965001 -0.09863141 -0.81583539  0.68384958 -0.58713087\n",
      "  0.48453097 -0.03968728 -0.52568464 -0.7520149  -0.87633891 -0.59819367\n",
      " -0.99825237 -1.09986958 -0.82109266 -0.48149645  0.20438592 -0.85593192\n",
      " -0.94907773 -1.0179499  -0.13767072 -0.78081323 -0.72792844 -0.58728623\n",
      "  0.5764986  -0.62841874 -1.03845849 -0.47796632 -0.91617883 -0.36193221\n",
      " -0.8079996  -1.13555764 -0.15943031 -0.62076552 -0.11322051 -0.15699324\n",
      " -1.18145698 -1.0124606   0.39935746 -0.62300154 -0.53740875 -1.26147989\n",
      "  0.53010826 -0.53973625 -0.26089915 -0.27467192 -0.63603555 -1.09584957\n",
      " -0.33766315 -0.2918515   0.54682821  0.64202446  1.07008465  0.87155213\n",
      " -0.10191972 -0.37407718  0.03942658 -0.79058683 -0.72036269  0.11000173\n",
      " -1.56336867 -0.6813494  -0.96900736 -0.38995557 -0.17671008 -0.05196116\n",
      " -0.13276135 -0.93635231 -0.21989086 -0.36406941 -0.87749965 -0.0919416\n",
      " -0.09558037  0.45170781 -0.0624774  -0.04671323 -1.39719565  0.1840755\n",
      " -0.74093819  1.29974069 -0.6440061  -0.66991701 -0.9272806   1.25001441\n",
      "  0.95754133 -0.63946209 -1.08319321 -0.4627292  -0.87233052 -0.21490942\n",
      " -0.03543557 -0.77567127 -0.847262   -0.37985238 -0.56904698 -0.91462082\n",
      " -1.62130682 -0.6579186  -0.81901533 -0.8024704  -1.04838681 -0.87159127\n",
      " -0.8080203  -1.01948987 -1.28770972 -0.88264635 -0.79547015  0.94635049\n",
      " -0.86170389 -1.20600854 -0.79302865  0.05558231 -1.14293366 -0.79919086\n",
      " -0.53662015  1.33420881  1.09826148  0.2907988   0.10400818 -0.06080674\n",
      "  0.39407851 -0.91704151  0.25775245 -1.12715594  0.49316253 -0.96442845\n",
      " -0.83104417 -0.19780038 -0.6495458  -0.54346512 -1.22730098 -0.93197963\n",
      " -0.14841475 -0.04586017  0.09203553 -0.96336864  0.23100572  0.45408458\n",
      " -0.74956811 -0.07722627 -0.70066126 -1.02144211 -0.33901443  0.43202825\n",
      " -0.43187036 -0.51032746  0.8421184  -0.70886251  0.66773704  0.06624479\n",
      " -0.97407162 -1.18190374 -0.553412   -0.92655042 -0.55783891 -0.89893938\n",
      "  0.18635987 -0.91486219 -0.93766564 -0.46209193 -0.81282446  0.01104213\n",
      " -0.99909097 -1.05610814 -0.76957811 -0.46261021 -0.44003384 -0.8383975\n",
      "  0.00349943 -0.82297038  0.24133396 -0.9507351  -0.94073934 -0.7353168\n",
      " -0.87945081 -0.6780026  -0.05670527 -0.78105764 -0.41532948  0.46021626\n",
      " -0.51762171 -0.62996348 -1.62884404  0.62597232 -0.9984734  -0.68241884\n",
      "  0.3393117  -0.91508139 -0.87867495 -1.64491159 -0.37362023 -0.72642849\n",
      " -0.55152361 -1.46089527 -0.90838649 -1.0945742  -0.76902105 -0.50314176\n",
      " -0.77667799  1.37575549 -0.97853456 -0.76185175 -0.18867757 -0.83645778\n",
      " -1.10770667 -0.10225905 -0.75673975], 日期：2025-07-16 00:00:00\n",
      "报错：Bin labels must be one fewer than the number of bin edges\n",
      "2025-07-16 00:00:00, 采用rank+cut方式进行分组\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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abqxfxuO+5kuIFQv7CqUK0kuPtabKZQrR98v+sVlMuj0xS2ihWWt819NzNJroTTuPUpu+n1GBZmPF5w16fUR/bj1s5/7E/4+evJw27Txms4zwNr02ni04//fOIk37Tpy+RLENXqHf1u+zWWieenshlWw/XrjLNenzCS1bZ1xYSsLn4Huw88AZ4t6u0GWC5t7fe+is2OerBVuo1cOfCqvNjJ82i2fm5cnLqdTN44U1iC0tfO3135v18xbRdv5erR6TaPmf2vbw+8a9PxbH4OdmxLu/aixPbDEaPOYnevLNBVSk1ZvU8dH/ieeCuX3oV+Ic8r3e4uNuG9l6x78VW7/42V+16QD5gjfPiOTQsfP0+Os/04wxPSg2Vrus2L77hGj/Jy/eRk3qlKIWN5ShiSM606wFW+jw8Qtin/z54ujD524Rz7ojobR+9eJCMK5ZKU08H/feUoc6Nq9Iv2/Y71O/AQD+A0IFAH6Gq36/+272gsEbHu5ej6ZbF2jMtLl/0UPd6tnec4XZyVMmC4Hi8x/+psnPdaWt3w6kofc2pXuf/da2AOLFSamiSTRn3J207duB9MKAlvTse0to9i9bNedbum4v/XfgNC395AGhkf903ib69PuNTjWST7yxgIbf34y2fDOQBtzRQGgel67dIz5fN6MfdbqxEt3VoaZwhZnwjOuK2txWXmT06VKbSqTZazpZoIiJibYtwuSCzF3WbzsiNKTtm1SwbatWvogQ1hwtxvYcOitiQ9TvJBdIoCa1S9Gqv91fwK3adJBqV06jooVzFku8GGJXr627jov33y/bSQ1rlBCWEV5cV7l1olhoX76SSb7C1gUWXvgas0DBrijLpz0otMa7D56hu5/5WqNR5ntm3cx+tP7L/jTi4Rsp1nrd9a5Q/PvXrJgqfmN+8TY9/HvO+mWrxnXtq1+2Cm32TTdkC0yDx/5Eq/4+SLPe7El/f/0o3dmhBnUa+D87NzM9bDXq2b46bZr9qDhPr//7WixgVUZMWExP9G5C278bJK45C9Vvf7GKxg3rIM7VsVlFum3Il3bnevqdRaJ/f301gJrVLUW3DvmSTp1Nty2guwyaSY1qlaBNcx6lD0d1FRaqVz/+TXOMz37YJKwTrOWf/HxX8VwwvFDn6yXf63G3jaPeX0JPPdCMNn71KFUpW5juGfGNRrBRBb1APSMM31f3jfqOnn6wuVjwG93/KQUSqGHNErZtfI7o6Chas9m5sOKMv7YfoZWbDlCrhmUpN88XruBKyvXq5cwfAAQSCBUg19G6dWt68sknyazc27WOMO3vO3xWvFZsPCC2qWRes9CYT/6gaaNvo443VhJa6Qe71RP7Tfl6vdiHXT1Yi86T+WdT36MGFeOEcDJ7oVaoYNeY90d2EQuIW1pVoa4tK9PiNdkCghHjPl8lzjXw7kbCkjDs/mbUo111sZ1JLZSf4uPyUN6EGKF15IW4K06eSacz56+INriiSEo+qliqEHnC0VMXxQJP7z5VtFB+ITgYfse6vWjh/NrvFObvXPLo3EULabWvUsDgzxhe3PNvvmXXcfrunbvp3Wc60de/bqOBr/1E3sKWqv/N/5v+/ucYtW1cjhav2U2bdx2jma/3EFpo1hp//urttPzPfbRuyyHxnf1Hz1H7puXF78Cua3d2qEl1q2otZFJQkYIe/8b8MnKNYsGSLTvcN8nMnzfTPZ1qUVRUlLCcsADN7jY33VCWKpYuJGIMWtQvoxGsjWCXs0d63CDuwVcGtxVC2cQv12r2efLeJtSjfXUqX6qgqGI/7rNV9H8P3Ui9OteiquWK0BtDb6Z6VYvRuzoLHrvZ9Gxfg6pXSKUPR91CyYkJQovPTJq9Trgpymeme9tqNPqx1vT256s07mpsIXpz6M3iPPzi54LhBTZfL/lej7ttfOr+ZtS1ZRXRfz7/vsPnaNeB07bPq5YrTMmJ8RTIZ4R5Y/ofwk1xSO8mDo+bpusr3zeFkvLa7n9PkBachr0/pkF3NxL3QG6eLwIBP5tz54ZH/B4wF4ipAEAHa1WvXbtGMTGheTx4sdH1pirCWsAK3q43VaYiBfNp9jlx7prwmecMSyqska5frbjt/Qez1tK0uRtpx39Eb/34DWVeuy4WKCo1K6ZRnjw5+oXiRRJp87/ZGnQjWBvcv6d2Ir+xXmmaMGON1322kPuxA4PvaSxejhjzye/iJeH4B7PDi1GeyGeM7WETwsYP70h3PDWbJo3q4lYsg4QDsz/5doO4F/h3ZQvWY3c1ove/XCtc60oXy4nNYRczXuRu33OSGtUqScPua0aPjP6Bvpj/t9Ams9WAF/q+3MsdmlWkGT9uFkLDnoNnhOZ6yvO3iM83/3uMrl2zUJXbJmq+l5F5jQona+95Pewepn1fijbuOKbZxoKGhC1DLODwvapyY/3Swo3L0bF5AczH2b77pHjPf5vVKS1+L9sx6pUWgccHj523xT41qJHzHLqLJ21kdzxJ8dRsIfX46Us2wXzHvMEUaNZvOyye+w2zBmiuRyD5ffpDdPHyVeGSxZaoSmUK+RwvFM7zBQBmApYKkKt48MEHafny5TRhwgQxCfLr008/FX9//vlnatCgAcXHx9Mff/xB//33H3Xr1o2KFi1KiYmJ1KhRI/r11181xzt+/DjdeuutlDdvXipfvjzNmDHD7pxnz56lRx55hGrVqkUzZs6g2XNm09FjR126QLEb0mffb6ImVeLorXFv0T///EP7D+ynrKwsysjMXoT/+H5vWvB+d3qxd1Ea2CGahnTKQ3c1tdCRI0eEX/hT4xdR+ZQzdG8Lor6tsqh2qet06EjOuc+dO0eHDu6nV197lSa8N0G4VjHXfcy05CmpBfOLxe2OPdkLN1949M6GIgZDvtjVpljhRLHI5mBwlWOnLzn04Zbbj53SWiX4fbEixlpmw+MUTqRjp7UaWRnHwJ8xrEUvmVZAY9WpXqGIECp5oeoJfbrUEf3e89MTdGn1szT+6Y7C1cQdOAZj6zcDhSC7ZO0eqnH7JOHu5gvsmsRWF47TYSsFu4LJ+BNeiOfJE0XrZ/XX/GbsrjTh/1y7zbmCg3hDRaDPzYH+kijK/n29CeyXePOMcDwDCzJlOr0jsjbxiy0mw99eaHNR5OPyPirspnX6/GXb/e8JbHXi+4fjL1hgfunD5RSJ80VqaiolJSVR27ZtadOmnJg1V7z++uuiDQUKFKC+ffvSlSva33PdunV08803U5EiRSg5OZlatWpFGzZs0LhjMbfffrvop3zPzJs3j2644QZKSEigChUq0OjRo8V8BIAEQgXIVfDk0KxZM+rXr59YePOrdOlsreCIESPEgLx9+3aqU6cOXbx4kbp06UKLFy+mv/76izp16iQmhP3792smnQMHDtDSpUvp66+/pkmTJomJQ+XOO+8U23gCufWWWymtaFH6/PPP6fLlyw7byTEJPMFfvpJBl49vpnbt2onBPTYmVkwKxQvmES5G7D5SsnBe6timET0z5BH6v6H9qHK5okJ4+W3DHmpetzR9Nn4wFU8hevjebpRUpAwVLpydkWnf/n2iLwULFqRBAwfRLbfcQhs3bqRDh7JdYRzBLiHskqXC72tUSCVv4UVvr041RTCtDN5U4cWnPgWrIwol5xXaS/liTTNrjTk2YPHa3bb9du49Ka6fXuMtKV8yRSym2G1I1SSzHzhrqt2FNehs+TmuCCeLVu+mpMR4YSlgWDPNGmo1zeY/+06J68IxDp7AWXu43yWLJmmECRZSDhw7RweOnrNt2/bfCTp74Yrmt2N3Gg48XzjlPuHW5sgNiV1l2Mrgim6tq4oMZhysy1nMWMiQsFWNj8GLTvU345erLFL64OHVfx8SfXQEX28WMO3u3b/s71312Hzfrd9+2HZs/ssxNWqcCB+zQP44l78V34PXrl/3Sxv9jTfPyH231KG/5zwm4jrki9v/9APN6ZcP77Xd/3yPsVVDwgIrC0Acn+QLfIyMzKyInC9YaFm/fr1YxPP4f/p0jmubI2bPni1iKMaMGUN//vknFS9eXJxD5cKFC/TAAw8IQWj16tVUuXJl0W7ezvD8wkyfPl30V77//fff6f7776cnnniCtm3bRlOmTBEC1muvveaHKw0iBQgVIFfBmpm4uDjKly8fFStWTLzy5MnW+L388stCg1OxYkUqVKgQ1a1blwYMGCAsDDzwvvLKK+Kz77//XuzPlgMe+D/++GNq2rSp0FpNnTpVIyzwwL127VqaM2eOOB5rnlq3bCU0Pdu252Sr0cNuK9vnDqLn7ipIDRrcQDfUv0G0mycJ1mAlxEUL3/Oh436h3zafo/wppWj/iUyatXA3nb5ehjIzM4ndmP/cdpj++OsInbpANGXuv7RhxzGKjs5+7FkDl5aWJq4JCxYVK1QUWjH9JKeHFwwcAMrZdzh4dPznq0SGKm6PL7z2eDvhmtPk3k9E5ihe8PLxuVZD/bun2Bbc7MbTrt/nHh2bLQB9b69Pw8YtFAHlvMB56IV5YsHTtE7OwoZz30vNPGvpnuzThF79+HcRSM2uOvc/951YNLEfvYQXXRt3HBV/eYHM//NLtpfdf3hByMGsnF3plxW76Ln3lwh/8Pi4bJeJ3l1qC3cfbhP3mzMjPT1+kbBYeeL65AzOKlW7UlERjL1h+xFau/mQ6A8HunLcDQeFc8YizrwkYnn+2k/rth6i6g7iXMqVSKE9h86IvnJMDGdxMoIz+3RvU42en7SUtu85oXFVYQGGhYz7R80V2YzYPYrbxUkIfvwtO2OVI+Ys2ibujX/2nqIXJy2ltVsO0eBejt3iGA4mfmP6CpEVihfMnLVp486j9EQfbTwAZ+bi+4AtZ5wNjeN9Hu5eX3w28K5GdODoeXp87M/i83lLd9CLHy4TrmOuLEJ8zTheiWMUzpy/7FMbXaHey4F6Rgqn5KNaldM0L87+xAIhx4NIJQQrSfqN/kH8tnxfcXB+r061NEkZ+L7ne4kTCZy7kGF7jlRXzh+W7RRjAr+mfruBxn2+0i7eLFLmi4YNG4rjjBs3jlJSUoQQ4goO+GbrBL+qVq1Kr776KtWoUUOzD4/x9957L1WrVo2qV69OH330EaWnp4v5gOH5heFzcn/le7ZKsCDFAglbKbjv3EcWLgCQwAkQACs8iKuw5om1Pj/++KPQ2LCZlycAqXliDRX70fLkIOGBmgdjCZut+ThsHbh+/TqVSL5KV3ZFUd6YLJeaJ9ZaXjx/ikqV0i6USpUqRXv37qVXBrWh1IL5RPE1zlTEa0+2SLSqEU2lCl6jzq1S6dCp6nT3/31NGVeIurfOoIF3NaSfrekpjx49SseOXaErmcdozNgxYhu38erVaxSf17EGmhfU7JrCAaWcBYrrN0wf3Y1aN8oxk3sDWxhWf9GXXp/2B7360W+078g5EUTOrg5vDb1ZaOCZk2fT6b+DrrV2et55uhNFR/9CPYfPpoyr10Q2oEmjumr22bn3lKiTIXnmoRvp0uVMkVOfta0cQLxg0r22GhXMC5OWCjc1CQtADGfT4mvCAuL8iffQY6/9SM3unyrcYh64ta6oJSHhoOdFU+4TaTkb9v5ICBh3dahBrw5ua9uHF/ttHvlMuDVxSk1PYSFp3oRe4hwtH5ouFsC82OP0ngy389S5y0LQYBcvDojv0a6aCPY3gjMvsTDJbeJrw1mNOIDfiD5da4uMSS0blLWrt8Lf48xJ7DJz6Ph5ET/UtHYpuqVlFaf94eBkzhg2cMyPVLxIAfry9Z42y48jOJj43MUr4lxsHeH9v3/vHrt6Kq8/0Y5en7ZCLOa5Zsj3E3rZ4prYAvTTB72F0MepXPm+7du9vkg97Iq3h3egYW8vpI+/3SDc3fb+/KTXbXSF/l4O1DPiDhwrxIJEu/6fi/uuZ7vq9J71vpN0GTxDuE7pnyPLphdtVomR7y0WYx1bHyuWKkhvPNmeBtyhHbcjZb5Q4eOwe5Ur+ByPPvqoZhtbWtgyIjl27Bg999xztGzZMqFA4ngQFipUi4oR3LYVK1ZoLBP8XXav4u+z4AVAlMXXMrUAhBmczYNT7Mk0fjy4tmnThs6cOaMZ4HlwXrRokdAUVapUSfjB3nHHHeL7/F32L+X3GRkZNu0/w1r/F198UWQMeeONN2jixIm2Afzrz8bRIx0KUrHC+YW1wtVA/Pobr1Pnzp2pbp26tm0LflkghIpHB2RPHv+b8T8xqLdp3YaSU5IpJk8MfTL1E2rZsiU1bdJU7PPS6NHU6+67xSQm4TgK7nf1atXtzst9CFbgJXCP6XP/ojFT/xDpgUNVxM0scLpUzpKlWoz8AdeAKN9lgkglyzVFQPhz5MQFmvLzKRowfKyw9IbLfKGHz8VxEM7gY7HLFrspSYYOHSqECnZtZdgt69SpU8LyULZsWRETwoLHqFGjbFmueOz/7rvvqHv37rbjcH/4Oz169LA7L1su1D6B3AssFSDXweZs1rC4grUy7APLAWsMa5B4MS/hBTpro9jvlYPymJ07d4pAOwn7w7JFgDVUHJiXVCCJCqakUKFC9rUYjGDT88GDBzVCBb9XYQ1T165dhamcOXf+HKWna10rWAt93aL15eYJ9uTJk8J0D8zPT3/sojGPt831AgUAuWG+UAOk3YXdmdasWaMRKjhuQt9OjrPgOAqGYzx4HlCJjY216zO3jdvLAhMAjoBoCXIdPFjzwMsDPg+m7PJjBC/Sv/32W6HhYdNv7969NfuyzyprfdiPlo/HkwVn7WCNjqR9+/ZCC8QaH9Y+8URz6PBhWrxkMR0+nBO46IgmTZqIoL+/Nv4ltEtLly2lEye0Bb7YVP7333/TiZMn6OChg6LNsbExdlquPXv2iPNfvpItcHDWD+4XZ3w6fuK4+P6WLVtoydIlHl9TEHi4iCHXjQAARP58sXDhQnHOlStXCisCB167goOop02bJoKsOYaDLSBbt261a+cXX3whXKW4HX369NG0QfaZA85ZwGGLDPPCCy+IBCNsreBj8vdnzZolXKkAkECoALmOp556SgTbcQAbWwIc+ZKOHz9emJObN28usnh07NhRaGtUePAuUaKEWKCzWbh///4i+FnCZuSffvpJuCKxGfrb776lH3+cL1K55k90nZa0Vs1a4thsVp/y0RTxPb0v72233SZ8bjlgjk3WTRo3ofz5tcfu0KGD8Mkd/854W2BdpYqVxMTH2zl48JNPPqFVq1eJ4EQAzAz72fvb9YnhWBU+NlyfQKjni4ceeoiqVKlCvXr1on379ok0sa64++676fnnn6dnnnlGxG7w9x577DHNPhwczoICt+2+++6jIUOGaNrAvP3222LO4UxX9etnJyjg/syfP18IO2xp4WDzd955R7hQASBBTAUAQYKD96a8PZIGdC4s6hIAAAAwd0wFAMB9YKkAAAAAAAAA+AQCtQEIIR9M+kC4NBnBxejq1A5cDnZgXh58fq5I0zr33V629zJtLafTLJWWRHd2qCHS0qrpbb1lzsKt9PwHS2nv4bNUuUxhkaqzy03Zgf9GcE2JD+f8KVKucn2KmhXT6KVHW1HHG42DOF+f+odIB8q1Ft59JqdSNhfFG/72LzRrwVZxnI7NK9GkUV2oqFJpmet/cDrepev2UCKn472tLo0d0l5cBwByEzVr1hQuTUawWyvHRwAQSiBUABBCeBK4fs048M+dmAuQe+CaElzTITPrGq3fdoQeeH4ucdLfN4be7NNxV248QPeM+IbGDmknakPM/GkzdX9yFm2YNUAUMzPitw376OamFUQ2qpQCCaLq9q1DvqQ1/3uE6lfXupis23KIpny9nupUsfcJH/rWAvrx939pzlt3ijokg8f+TD2GzaYVnz0sPr927Tp1HTxTFFNb+VlfOnLyAt3/3FyKjclDY4a086nfAIQbHG/BhU2NcCfmAoBAA6ECgBCSkux5ETOQO4mPyyMW1wxXHm8/vwItWr2b3vDxuBNmrKFOzSvR0w/eKN6/MritOO77s9bS5OdvMfyOam1geIE/b+lO+mH5PxqhgquKcwXvj1+8VRS4Uzl34QpN/e4vmvl6T2rbpLzYxkJT9e4f0Oq/D4oqzgtX/Ufbdp+gXz+6T1gv6lExemVgG/q/Cb/SS4+1pjik1wW5CARFA7MD+zEAAIQZW/49Tis3HdAsqrlwGxeF48rbnrDq7wPUvmkFzTaupLzqb209FGdwteML6RmiurTKoDE/UdeWle2Oz7C1JTPrOrVvkvNZtfJFRMXtVZsOZLdt00GqXTlN4w7FbTt/MYO27jruUT8BAAAEFlgqAAAgDJj/2z+U2HQMZV27ThlXr1F0dBS9P7Kz7fPYmGiqWq4w5UuI9ei4R09epKKFta52vIjn7e4y7rOVwipxl1JHY9bPW2jD9iO0bmY/4/OeuiiEopSkBO25C+W3nZv3KVoo0a5t8jMAAADmAUIFAACEAW0alacPR3WlS5ev0jv/W00xeaKpZ/sats9LFk2iHfMGO/w+BzzXuP0D2/tnH7lJvHyFYzBGT15O8yb0ojSrcHLg6Dl64s0FtGjKfX4JJAcAAGB+MNoDAEAYkD9vLFUqU0j8P210N6p752Sa+u0G6ttDW2DLESVSC9DG2Y/a3ktXJY7TOHbqkmbfY6cu2uI3nMHWiEdGfy8CrVUXJ3ZtOn76Et3QK7vQInPtmoV+W79PxGpkrHuOihVOpKuZ1+js+Ssaa8Wx05ds5+Z91m45ZNc2+RkAAADzgJgKAAAIM9j16dlHWtBzHyyly1eMs8Ho4RSsLJTIlxQqmtUpTYvX7NHsy4HazeqUcnq8L3/eTA+9OI++fL0ndW1ZRfNZuyblafPXj9HGrx61vRrWLEF9utQR/+fJE00NahQXLluL1+62fW/n3pPCotKsbunsttUtRZv/PU7HFaGH25aUGE81Kqa61W8AAADBAUIFAACEIXfeXJPyREfRB1+tE+8PHTtP1bq9T2s3azX7ruDaEQtW7qK3P1tJO/acpJc+XEZ/bj1Mg3s1tu0zcsKvdP+o7zQuT5za9e3hHahJ7VIiBoJfnNGJKZA/XqSjVV9saSmckteWpja5QAL1vb0+DRu3kJau3UPrtx2mh16YJwQJzvzEdGhWkWpUSKX7Rn1Hm3YepV9W7KLn3l9Cg+5uRPFxMLQDAICZwKgMAABhCFseeOH/5vQV9NidDUUmpZ17T1G6m5YLSfN6pWnm2B703PtL6dmJS6hymUKi6J5ao+LIyYu0/2hOkcaPvllPWVnXRXYnfkm4MN2nr3R3+9zvPN2JoqN/oZ7DZ4vgc87sNGlUV9vnbNGYP/EeUfyu2f1TKT8Xv7u1rij6BwAAwFxEWSwWS6gbAUBu4MiRIzTl7ZE0oHNhKp5aINTNAQCAiOfIiQs05edTNGD4WCpeXFuYEQDgX+D+BAAAAAAAAPAJCBUAAAAAAAAAn4BQAQAAAAAAAPAJCBUAAAAAAAAAn4BQAQAAAAAAAPAJCBUAAAAAAAAAn4BQAQAAAAAAAPAJCBUAAAAAAAAAn0BFbQCCzIkz6aFuAgAA5Aow3gIQPCBUABAk8uXLR7H5i9C3q08S0eVQNwcAAHIFPO7y+AsACCxRFovFEuBzAACsnDt3jtLToTkDAIBgwQJFcnJyqJsBQMQDoQIAAAAAAADgE/8PeYvwCHvm3WsAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ],
      "image/png": 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a54QpgaI5kyt03hvrV0yvtXaxHgX79H1KiQT6rNXWpNPnLZGYmFhlf7SO9qkry8zUDg6SGaOgNygVFNFEmQsq2KOiC31BcmhoqLj8RoUd6lktqrKuKXSpnn6tUxGR+ocBBWnmhH7BUwUzFQapQx9e6playoKRDKW0tFRvEQZtQ+OlzI++bLKckaD9q1ObjJ0+avNYphx/XV8+FEhQdpK+TKrLuND5Q8WP9CWuvi9zenHL0gYKfqobj74v0/p87YzBHO872gddZqYiVPVsMl0Glv9f0+dOmUH1TB+NiwIhueCLXhN6zWkbOfOqb4zy/tQzm/RepKysocvZNYHGRcdk6NChRgVh9Ly0z125OYT8XI39nNGGsr9ULEyZZJJHyMhZ15o+P3odqGBQXzBqyvvFWLTHTMeMjp38Y1l+TMpSm+sx5fOHni89vnyFhKBiOTr+8vmlfp6pX6GgYFj7Cg+5chiTxSboPareFZIywSRDo3OEzjNdGf2goCDxGSq7IqlDhbr6XjemdrAmmTEIBTTal+/oQ5J+5Rqy4yKNKX1hUZMRGfpQkq20agJlQ+hLRz1TRZfljG1aYawFHD2OdoaFNIlUXawOOQ+QPo4q3LWR70/b0LKuRhTyNvQFQF+KpK9Th7K15kb+0lF/LDqe+uQPNT3+ZOekHTzR/el4ULCtbZJPqGdhSNJDGnh1ezkK/IwZp7HQOUrHnjJ6dK4aGo/sk6v9nOhLlJ5Xfbx2xmCO9x0de3qNtc9rcrWg11/+YVyT81Z7HORaQcj7JPtEOp70ftF+D9JtWTpEGnwKGL744gsNlwFyn9B+jcwBZW7pmFDGV5cbhvZj0rmr7pBA2l9y8KBARs7CGvs5oy8rrH1fcoaoKWS1SFlscrXQzkTLj2PK+8VY6JjQjzEZer9TVlQ+H0jeR59Z5DKSl5dnlseUz3Fdx+yDDz4Qc9mphwJzSoDQeap+vHUd65pqkum8IieUI0eOiNeftMj6oM9Pkryp2+TRDyYKrsnVgzE/nElmDEIfYKTPo4IKemPTpS36pUutNLU9eLU/dMmWhgohKDNAVlRbt25VWeTU5DIXfXDRhxhdUqRCDspo05cu6crIN7Q6jLWAI1s3+rIgeyWyQ7pw4YK4zKqtdSRdNn3IU/EH/ZInSQoVlNDxoYw7+RVTpog8a8nqirIR8uVQupxG/yMbNLkQj+zcaE4BAAUe+tqS1gayFKICn5deekmV3SZdI33Rm/P405cbHQfann5QUYaFinvoOVIWhZapuIwyJjQOKjai7eXzg/5HQRodYzLOpysZdJlXW2tbG+gLn+yr6PWhKyNk40eBF1muUeEOZQ3lQJGeD0HFbBQsUKBC25N2kL6c6EuUzmn6QqcvMW2daH1hjvcdZbTo3Hz55ZfFe4Xe9ySzIis5kgKoFxeaet5SlpckO3QOUVBAvrx0LslBA+2bNO90ftJj0/OhbDbdj4JOKtwkW0MKXGg7smWjTDIFGbQNXdXQpUmmrB35ZNdUukK2bPRYZBFGenyyAKMx0HuaAhvSFqsXmVIWnIpo6XOS/JTJB5yylOpXXYz9nNF13pLkiWpFKFilDCO9PvT8awq9h+n1ph8B9DlGP1boahGNn96/9LxNeb8YC33+kH0cHQM6PhR80ljkwlMK3MmujoJm+uyi7ej50g8J+hyhMf3xxx8mP18630jyRT+66QcOvb70GU6WcHTO0flPyH799Pzp9aLgmoovSQ6kne2vqSaZ3qv0HqX3Hb1P1ZuHyPI0GfJxpvONxkeWo/TDgaQo5LVNx4apA8zslsE0M8heiexlevbsqXBxcRHWXrS8atUqje102YWlpqYqZs6cKe5HFkFz585VHDp0SFjVrFu3TuO+tN/qbHsIssQhSyCySerUqZOwRdK1XW0t4BYuXCgsm8hCbejQoYojR44IWyltaymyInr55ZeFHZGNjY3C399fWGVFRkaqtiHbsRUrVojxkp2Qj4+P4tZbb1WcOnVKYz9kj0bHiY7XtGnThP2QPistOrbax1/XMaTxdu3aVWMdjW3cuHHiGPr5+Qk7ox07dhhlAWfs8Y+IiFCMGDFCHD9tq6Tk5GRhqRYcHKw6ZmPHjhX2XercuHFDWIY5OjoqvL29Fc8884zKcqsmFnBkoaQL2hdZTNGxt7e3V7Rt21acqydPntR4DZ966inx2pENmvrzpdfi7rvvFuP08PBQ/Oc//1FcvHhRp+WarteIoG112SzqOo+ro7bvO9nu69lnn1UEBgaK14heczqH1W2wanLehoeHi/cHbUvH6sknn1QUFhZWeXyyTyPLPhofTXSu0fG5cuWKxnb0OUTvPTof+/XrJ+zPdL1PyUqSzrPqMHRMCDpHaV90XtNz6N69u2Lx4sWKhIQEjdeMLMO2b9+u6NGjh+q98uuvv9boc0aXBVx8fLywayNLNjr29957rxiDsZ8X+qwgydaSbOpozPT60Djos8HU94uxFnBkW/fSSy8JOz86BnTc6H2vzZkzZxRTp04VtnU0NjrGdK7t2rWr2ueq/j91SktLFUuXLlV9dtPnEY1F20aNLPFoO/l1GjVqlHh/1+S9qQs6xobs4rShx54wYYL4vKHXf9asWcKGj6kbLOhPXQTfDKMLujRP1kjUOIEyDwzDNP/3HTWpIAkFXR43pLetq6thlLGkLKUhKzym/qCOe5QNpayoegaeYRobrElm6gxtz0bSXtFlabpEpq9TH8MwtYPfd5qQBIQu0at7RzMMwxgDa5KZOoMM2OkLmwoRqMiPLOPItogKP9jPkaktdG7p8oStzmqpKWKMvRTVC9DE77uqWvrqWtYz5oGKKKtrzWyOZi8MU19wkMzUGVRQQ8V9VMhEFjdUkEEZLblYjWFqw/r166stVtG2WmqqGGMvRV0dSdbA7zumoaAfY3LRmz6oeFG2wWOYxg5rkhmGaZKQVdSlS5cMbkOuFNqdsZoiFOySntgQ5IpQ225zDFMbyDuY3GgMQS4VcmMMhmnscJDMMAzDMAzDMFpw4R7DMAzDMAzDNFVNMpl5UwEKtUal4hMyX3/33XfRsWNHvfeh7kvamkUySKdLl8ZCjR+oexIZ2puzzzvDMAzDMAxjHkgYQZaP1ACHGtG0qCCZuiWRx2X//v1FdzDqPENdj6jXvNwyVhdke3TlyhXVbVMDXQqQg4ODazV2hmEYhmEYpn4KnalTcIsKkrdt21YlS+zr6yuKBKhFpz4oKKae6jWFMsjyQaeAm2EYhmEYhmlc5OTkiKSmHLe1qCBZG9kflXxQDUG9zUNDQ4Vsgoz0ySuUqmuNRc48U4DMQTLDMAzDMEzjxZzS2CZZuEcB74IFC0R71W7duundjvTK3377LbZs2YK1a9eK+5GWOT4+Xu99yHyffo2oTwzDMAzDMEzLoklawD322GP4559/hG+oKbqT0tJSdO7cGffddx/eeOMNnduQGf/SpUt1Zq45k8wwDMMwDNP4oKQmdXQ0Z7zW5DLJ1DWKOklRJy1Thdk2Njbo3bs3rl+/rnebl156SRxgeSItMsMwDMMwDNOyaDKaZEp4P/XUU9i0aRP27t1bbYtWXZSXl+PChQu47bbb9G5DFnE01WTflKlmGhf0w8jKyqqhh8EwDMMwTBOjyQTJZP/2888/C30xVS4mJSWJ9ZRaJ99kYvbs2QgKChKeysSyZcswaNAgtGvXDllZWVixYgVu3LiBhx9+2KzBO42F9s80Ttzd3YXDCftcMwzDMAzT7ILkzz//XMxHjRqlsf67777D3LlzxXJsbKyGgTT1kX/kkUdEEOvh4YG+ffvi8OHD6NKli9nGJQfIZEfn6OjIgVgjgn7AFBQUICUlRdwOCAho6CExDMMwDNNEaJKFe41FCE4Si6tXr4oA2cvLq8HGyBgmPT1dBModOnRg6QXDMAzDNENyuHCvcSFrkCmDzDRe5NeHNeMMwzAMwxgLB8lmgCUWjRt+fRiGYRiGMRUOkhmGYRiGYRhGCw6SGYZhGIZhGEYLDpKZJsfTTz8tnErIz7pXr14NPRyGYRiGYZohHCQzRlFSUoLGxLx58zB9+vSGHgbDMAzDMM0UDpJbKLm5uZg1axacnJyEf/CHH34oPKgXLFgg/t+6dWu88cYbokELWanMnz9frN+4cSO6du0qsri0zfvvv1+lSG7z5s1VmnmsWbNGLMfExIht1q1bhyFDhsDe3h7dunXDvn37jB77xx9/LJrLhIWFmeFIMAzDMAzDVIWDZHM3rygpa5DJVLvr5557DocOHcLWrVuxY8cOHDhwAKdPn9bY5r333kPPnj1x5swZvPrqqzh16hSmTZuGGTNmiPber7/+ulgvB8CmsGjRIixcuFDse/DgwZg8ebLwM2YYhmEYhmkMNJmOe02BwtJydFmyvUEeO3zZRDjaWhudRf7+++9Fm++xY8eqOhcGBgZqbDdmzBgRyMpQ5pm2p8CYoOYc4eHhot233PXQWJ588kncfffdqm6K27Ztw+rVq7F48WKT9sMwDMMwDFMXcCa5BRIVFSUaawwYMEC1jrrUdOzYUWO7fv36ady+fPkyhg4dqrGObl+7dk10HzQFyh7LWFtbi8ei/TMMwzAM07RRKBQoLClHXnEZmjKcSTYjDjZWIqPbUI9tbkivbCqkN9aWfnCnO4ZhGIZpvqTnFePZDecQl1GAnMJS5BSVorRcgen9gvHuPT3QVOEg2YxQgGis5KEhoYI3GxsbnDhxAiEhIWId9Tq/evUqRowYofd+nTt3Fjpmdeg2yS6srKQg3cfHB4mJiar/U5a5oKCgyr6OHj2qeqyysjKhdyYJBsMwDMMwTYt/LiZh/9XUKutzi5t2kqzxR3SM2XFxccGcOXNE8Zynpyd8fX3x2muvwdLS0mALZ9In9+/fX7hekP3akSNH8Omnn2LVqlUaOmZaR3IKkmC88MILIiDX5rPPPkP79u1F4E3OGpmZmcLWzRiuX7+OvLw8JCUlobCwEGfPnhXru3TpAltb2xodE4ZhGIZhasb1lDwxn9o7CPNHhsHNwQau9jZwtDX/Ve76hIPkFsoHH3yARx99FJMmTRIWb1QwFxcXJyzZ9NGnTx9s2LABS5YsEYEyWcctW7ZMo2iPLOEefPBBDB8+XBQCfvTRRyJLrM3y5cvFRAFuu3bthMuGt7e3UWN/+OGHNSzjevfuLebR0dHClo5hGIZhmPoPkgeFeaGTvyuaCxwkt+Bs8k8//aS6nZ+fj6VLl6r8kMnPWBfkSCG7UuiCAuPt2zUdPrKysqpsRxnkY8eO1Wjse/furdH9GIZhGIYxP9dScsW8ra8zmhMcJLdQyJ84IiJCOFyQHpkywsSUKVMaemgMwzAMwzQRcopKkZxTLJbbNbMgmS3gWjBys5Bx48aJTDI1FDFW8lBXkATE2dlZ50T/YxiGYRim8RCplFr4utgJLXJzgjPJLRTS8erSCtc1pBk21B2QMtrPP/+8zv+RdpphGIZhmManR27XzLLIBAfJTKOCnDZoYhiGYRim8XM9tfkGySy3YBiGYRiGYWolt2jHQTLDMAzDMAzDSFyTg2QfDpIZhmEYhmEYBkWl5aIVNcGZZIZhGIZhGIYBEJ2WjwoF4GpvDR8XOzQ3OEhmGIZhGIZhauVsYWFhgeYGB8kMwzAMwzCMyVxvxkV7BAfJTJPi3LlzuO+++xAcHAwHBwfR3vqjjz5q6GExDMMwTIvjejO2fyPYJ5kxipKSEtja2jb0MEQDFPJRXrt2rQiUDx8+jPnz58PKygpPPvlkQw+PYRiGYVoM15Obd5DMmeQWSm5uLmbNmgUnJycEBATgww8/xKhRo7BgwQJVZ7w33ngDs2fPFp3uKBAlNm7ciK5du8LOzk5s8/7772vslzRJmzdv1ljn7u6ONWvWiOWYmBixzbp16zBkyBDY29ujW7du2Ldvn1Hjnjdvnsgcjxw5EmFhYbj//vvx4IMP4vfffzfTkWEYhmEYpjrKyitE4R7RzscFzREOks0JtVsuyW+YyUCrZ10899xzOHToELZu3YodO3bgwIEDOH36tMY27733Hnr27IkzZ87g1VdfFVncadOmYcaMGbhw4QJef/11sV4OgE1h0aJFWLhwodj34MGDMXnyZKSnp6MmZGdnw9PTs0b3ZRiGYRjGdOIyC1FSXgE7a0sEeTigOcJyC3NSWgC8Hdgwj/3fBMDWyegs8vfff4+ff/4ZY8eOFeu+++47BAZqjn3MmDEikJWhzDNtT4Ex0aFDB4SHh2PFihWYO3euScMlacTdd98tlj///HNs27YNq1evxuLFi03aD8kt1q9fj7/++suk+zEMwzAMU/uivbY+zrCybH7OFgRnklsgUVFRKC0txYABA1Tr3Nzc0LFjR43t+vXrp3H78uXLGDp0qMY6un3t2jWUl5ebNAbKHstYW1uLx6L9m8LFixcxZcoUvPbaa5gwYYJJ92UYhmEYpuZcb+bOFgRnks2JjaOU0W2oxzYzpFc2FdIbK7SkHxSQmxvKYFNWm7TSr7zyitn3zzAMwzCMfq6l5Db7IJkzyeaEjLRJ8tAQkwkm3lTwZmNjgxMnTmjoeq9evWrwfmS3Rjpmdeg2yS7IXYLw8fFBYmKi6v+UZS4okFpWqnP06FHVcllZmdA70/6N4dKlSxg9ejTmzJmDt956y6j7MAzDMAxjPiI5k8w0R1xcXESAScVzVPBGlmokWbC0tDTYMYf0yf379xeuF9OnT8eRI0fw6aefYtWqVRo6ZlpHcgqSYLzwwgsiINfms88+Q/v27UVgTM4amZmZwrnCGIkFPcbEiRNF8WFSUpJYT0E6BegMwzAMw9QtCoUCkan5zT5I5kxyC+WDDz4QgeykSZMwbtw4oS2mgJUs2fTRp08fbNiwQdi3kW3bkiVLsGzZMo2iPbKEI//i4cOHY+bMmXj++efh6FhVCrJ8+XIxkXvGwYMHhcuGt7d3teP+7bffkJqaKnySybpOnih4ZxiGYRim7knKKUJecZko2GvtZbo0s6lgodAWkDIa5OTkiKI2kiOQX7A6RUVFiI6ORps2bQwGl02B/Px8BAUFiSD3oYceqrPHIZ9kOl5k/darVy/UB83pdWIYhmGYhubAtVQ8sPo4wnycsHvhKDT2eK2msNyihUJBakREhHC4oBOKMsIEuUUwDMMwDMPIrDkUjb8vJMHOxlL4IqfkFov17Xyar9SC4CC5BUPNQq5cuSLaTfft21c0FDFG8lCXPProo0JKoQvqrvfFF1/U+5gYhmEYpqVSUlaBt/+JEHNtugW5oTnDQXILpXfv3sJRor6hVtaGFD6U0SYdsy7MdfmEYRiGYRjjuJyYIwJkNwcbLL2jK4pKy8VkY22JKb2C0JzhIJlpVJDTBk0MwzAMwzQ8Z+OyxLx3iDvu7N28g2Jt2N2CYRiGYRiG0ck5ZZDcs5U7WhocJDMMwzAMwzAGM8m9QjhIZhiGYRiGYVoAVCO04WQczsdLgbA22QWliEqTmob04kwywzAMwzAM0xI4EZOJxb+dx2NrT+ssqj+nDJ5DvRzh4WSLlgYHyQzDMAzDMC2Qs3GZYn4zqxAx6QX6pRbBLS+LTHCQzDAMwzAM0wK5eDNHtXwkMr3K/89ykMwwTYf09HTccsstCAwMhJ2dHYKDg/Hkk0+KdpQMwzAMwxjPxYRs1fLhyDSN/ykUikpnCw6SGUY/JSUlaAxYWlqK1tlbt27F1atXsWbNGuzcuVN06mMYhmEYxjjyissQrSzKI45GpWvokuMzC5GeXwIbKwt0CWiZzbw4SG6h5ObmYtasWXByckJAQAA+/PBDjBo1CgsWLFB1xnvjjTcwe/Zs0elu/vz5Yv3GjRvRtWtXkcWlbd5//32N/VpYWGDz5s0a69zd3UUwS8TExIht1q1bhyFDhsDe3h7dunXDvn37jBq3h4cHHnvsMfTr1w+hoaEYO3YsHn/8cdFSm2EYhmEY4zvpUUzs42IHextLpOWV4FpKnur/Z5RZZAqQ7W2s0BLhjntmhH6BFZYVNshjO1g7iODTWJ577jkcOnRIZGT9/PywZMkSnD59Gr169VJt895774n1r732mrhNbaynTZuG119/HdOnT8fhw4dFgOrl5YW5c+eaNN5FixZh5cqV6NKlCz744ANMnjwZ0dHRYl+mkJCQgN9//x0jR4406X4MwzAM05K5eDNb1SSkuKwcB66l4fD1NHTwcxHrz7VwqQXBQbIZoQB54M8DG+Sxj808BkcbR6OzyN9//z1+/vlnkYklvvvuO6HzVWfMmDFYuHCh6jZlnmn7V199Vdzu0KEDwsPDsWLFCpODZNIR33333WL5888/x7Zt27B69WosXrzYqPvfd9992LJlCwoLC0WA/c0335j0+AzDMAzTkpGL9roFucLGylIEyUei0jF3aBux/mwLL9ojWG7RAomKikJpaSkGDBigWufm5oaOHTtqbEeSBnUuX76MoUOHaqyj29euXUN5eblJYxg8eLBq2draWjwW7d9YSB5CmW8KlCMjI0VmnGEYhmEY47ikLNrrFuiGIW2lq7hHozJQXqFAaXmFKtPckoNkziSbWfJAGd2GemxzQ3plUyHJh7YhOQXk5sbf319MnTp1gqenJ4YPHy4y3KSvZhiGYRhGP0Wl5Sr9cbcgN3g728LZzhrZhaVCq0wUl1XA1d4abbxNjwWaCxwkmxEKEI2VPDQkYWFhsLGxwYkTJxASEiLWZWdnC7eIESNG6L1f586dhY5ZHbpNsgsrK0nU7+Pjg8TERNX/KctcUFDVoPzo0aOqxyorKxN6Z5Jg1ISKigoxLy4urtH9GYZhGKYlEZGUKzLGFBz7udqJ+GVAG0/sjkgRfsn2ttJ3OumRTal3am5wkNwCcXFxwZw5c0TxHGVhfX19RXEe2asZejOQPrl///7C9YIK944cOYJPP/0Uq1at0tAx0zqSU5AE44UXXhABuTafffYZ2rdvLwJvkk5kZmZi3rx51Y7977//RnJyshiHs7MzLl26JJ4HyT7IbYNhGIZhGMNcUEopuga6qb73SXJBQTL5JXs62Yl1vVuw1IJgTXILhRwlKJCdNGkSxo0bJ4JMCljJkk0fffr0wYYNG4R9G9m2kfPFsmXLNIr2yBKOGnyQ/GHmzJl4/vnn4ehYNbu+fPlyMfXs2RMHDx4ULhve3t7VjtvBwQFff/01hg0bJsb77LPP4o477sCff/5Zi6PBMAzDMC2HS8ogmYr2ZAaFSbrk49EZOB0rtavuFdKyg2TOJLfgbPJPP/2kup2fn4+lS5eq/JDJz1gX5Eghu1Loghwytm/frrEuK0uqkFWHAtxjx0zXb48ePVpYzzEMwzAMU7tOe1S0J0N+yG4ONkKXLDcZ6dmqZQfJnEluoZw5cwa//PKLcIYglwiydyOomx3DMAzDMM2TkrIKXEnKVRXtyVhaWmCwMptMBHs6wMtZkl20VDhIbsFQsxCSO5DcgjLJ1LXOGMlDXULtpUlrrGvi1tMMwzAMUzuuJueitFwhnCtaeWg6Yw1WWsERvYI90NJhuUULpXfv3sJRor6h4jptizh1SONMOmZdUHtshmEYhmHM4I8cVFm0JyP7JRM9W1VmmVsqTSaT/M477whHA9LSkhvDnXfeiStXrlR7v19//VV46VJBWvfu3YU7AtN4ode2Xbt2Oif6H8MwDMMw5ui0VzUIbufrjAA3qYB/QBtPtHSaTJC8b98+PPHEE8Jfd8eOHaJBxYQJE4RMQB9U4EXtix966CGhwaXAmqaLFy/W69gZhmEYhmEaU9Fe18CqV2cps/z17H74dGZv9GjhRXuEhcLQte9GTGpqqsgsUvCsrwEGeflSEK1uDzZo0CD06tULX3zxhVGPk5OTI1o2U7MN7cv9RUVFiI6ORps2bQxapzENC79ODMMwTEsoyLOxsjDY76CsvALdXt+OotIK7Fo4Em19nNFcyDEQrzX7TLI2dBAIaoahD2p2QUVp6kycOFGs1wd1baMDrT4xDMMwDMM0ViKScjDonV14dK3hWqOotHwRIDvZWqGNV8ttN92sg2RqQ7xgwQLRAIOaWugjKSkJfn5+GuvoNq03pH2mXyLyRI0xGIZhGIZhGiO5RaV4fO1pZOSXYPulZKTkFund9nx8Zac9snxjmmGQTNpk0hVT5zdz89JLL4kstTzFxcWZ/TEYhmEYhmFqCylmX/r9gsgQy+y+nKJ3+y1nb4p5/zZs79Ysg+Qnn3xSaIz37NmDVq1aGdzW398fycnJGuvoNq3Xh52dndCyqE8MwzAMwzCNjbVHb+DP84mwtrTAhC7SlfOdlzXjHpmYtHwcuJYGkizP6B9SzyNtmlg2pV9LFCBv2rQJu3fvFkVY1TF48GDs2rVLYx05Y9B6pumTnp4ufihRkYKu1tcMwzAM01w5H5+FN/68LJZfvLUTnpvQQSxTIFxYUl5l+1+Ox4r5yA4+CPZ0rOfRNk0sm5LEYu3atfj555+FVzLpimkqLCxUbTN79mwhl5B55plnsG3bNrz//vuIiIjA66+/jpMnT4pgmzGNkpISNDbI2q9Hjx4NPQyGYRiGqVeyC0vx+E+nUVJegYld/fDQsDbo6OciOugVl1Xg4PU0je2LSsux4aQkH501MLSBRt30aDJB8ueffy40wqNGjUJAQIBqWr9+vWqb2NhYJCYmqm4PGTJEBNVfffWVaL/822+/YfPmzQaL/VoKubm5mDVrFpycnMRx/PDDD8WxpYJIuTPeG2+8IX54kORk/vz5Yv3GjRvRtWtXIUuhbegHiDqU1aVjrI67uzvWrFkjlmNiYsQ2pCen14cs2ej1ICs/U88Hyh7r687HMAzDMM2V7w/HID6zECGejvjfPT3F9ypN4zorJRfhmpKLbReTkFlQikA3e4zpxI25ml1bamPsnPfu3Vtl3b333ium+hqjQi2zXZ9YODgY9EbU5rnnnsOhQ4ewdetW4fixZMkSnD59WnhIy7z33nti/WuvvSZuUxvradOmiYw8eVBTs5bHH38cXl5emDt3rknjXbRoEVauXIkuXbrggw8+wOTJk4WXMe2rOsLDw0X76mPHjiEqKsqkx2UYhmGYpgzFGpvOSAV4z4xtDzcHG9X/KEheczgGuyKSUVGhUDlYkHaZmDEgBFbsatH8guSmAAXIV/r0bZDH7nj6FCwcHY3OIn///fciyz527Fix7rvvvkNgYKDGdmPGjMHChQtVtynzTNu/+uqr4naHDh1EwLpixQqTg2SSvNx9992qrDDJYlavXo3FixcbvB/5WFMXRXrMkJAQDpIZhmGYFsW5+GxEp+XDwcYKt3TTNCKgVtIudtZIyyvB2fgs9AnxEB7KJ29kiuB4ev86trVVKIDyEqCsCCgrAaysAYem66TRZOQWjPmgwJLaeg8YMEC1jjyhO3bsqLFdv379NG5fvnxZeFOrQ7evXbuG8vKqRQKGUC+etLa2Fo9F+68O0px37twZ999/v0mPxzAMwzDNgU2n48V8Qlc/ONlp5jptrS0xsqOPhuTi52NSwR65X/i51lHX2fRI4P1OwFJ34E1fYHkI8F47YNt/0ZThTLKZJQ+U0W2oxzY3pFc2eRwWFlWkMRSQmwtyNrlw4YLQlxPyY3l7e+Pll1/G0qVLzfZYDMMwDNOYKC2vwB/npdqrO3sH6dxmfBc/YQtHVnBPjG6H30/frPuCvfAtQG5lTZiKijI0ZThINiNCOG+k5KEhCQsLg42NDU6cOCEkCwQVRV69ehUjRozQez/K4JKOWR26TbILKysrcdvHx0ejeJKyzAUFBVX2dfToUdVjlZWVCb2zMa4jVDio7mhCz2HevHk4cOAA2rZta9TzZxiGYZimyP6rqaKznrezLYa389a5zagOvkJacTU5D5/svo684jK08XbCkLbV1/zUmJvKBOHol4GB/wGs7AArW8CyaQsWOEhugZCF3pw5c0TxnKenJ3x9fUVxnqWlpcHiP9In9+/fX7heUOHekSNH8Omnn2LVqlUaOmZaR3IKkmC88MILIiDX5rPPPkP79u1F4E3OGpmZmSLYrQ7tQDgtTbK5of2QiwbDMAzDNFfkgr3JPQNhbaU7AHVztMGA1p44EpWOL/dHinUzB4TUbRvqhDPSPHQoYO+G5kLTDvGZGkOOEhTITpo0CePGjRPaYgo0yZJNH3369MGGDRuEfRvZtpHzBblMqBftkSVccHAwhg8fjpkzZwqLNkcd2fXly5eLiaz5Dh48KFw2SDLBMAzDMExVcopKsUOpM57a23DH4XHK7nukSCSd8j19DW9fK3KTgJybgIUlENATzQnOJLfgbPJPP/2kup2fny/0vLIfMvkZ64IcKWRXCl2QQ8b27ds11unqhkcBOVm41RbydjbGHpBhGIZhmjLkdUyNQtr6OKFbkKvBbcd19sUbf4aL5UndA+DhZFt3A7t5Wpr7dALsnNGc4CC5hXLmzBnRhZAcLkiPTBlhYsqUKQ09NIZhGIZhtNislFrc1Tuo2r4IoV5O6Bnsjos3szFnSOu6HViCMkgO7IPmBsstWjDULITkDiS3oEwyFb81tOTh0UcfhbOzs86J/scwDMMwLY3E7EKhMSam9NLtaqHNd3P7Y9szw0WwXKfcVBbtBTW/IJkzyS2U3r17C0eJ+oZaWRuSR1BGW1+raWqPzTAMwzAtjS1nE4S+mArygj2Nc9HydLIVU52iUFQW7XGQzDB1Czlt0MQwDMMwjMSlhBwxH9u5kX0/ZkYDhZmS3ZtvVzQ3WG7BMAzDMAzTiMkqKBFzb2c7NCpuKvXI/j0A6zrOWjcAHCQzDMMwDMM0YrIKpM617o5V+w40iiA5qPlJLQgOkhmGYRiGYRoxWYUljTRIPiXNg/qiOcJBMsMwDMMwTBPIJLs5NCJJQ3kZkHiu2dq/ERwkMwzDMAzDNFLKyiuQW1TW+DLJqRFAWSFg5wp4tUNzhINkhmEYhmGYRkqOMkAm3B1sGp/UIrAXYNk8w8nm+ayYZg11GtKe1q1b19DDYhiGYZg6c7ZwsbOGtVUjCtsSmm+nPRn2SWaMoqSkBLa2jUcL9d133+GWW25R3XZ3r+OOQgzDMAzTAGQVKvXIjUlq0QKK9ohG9JOEqU9yc3Mxa9YsODk5ISAgAB9++CFGjRqFBQsWqDrjvfHGG5g9e7bodDd//nyxfuPGjejatSvs7OzENu+//77Gfimru3nzZo11FMCuWbNGLMfExKgyv0OGDIG9vT26deuGffv2mTR+2qe/v79qov0wDMMwTHMjuzHav5UWAsnhzdr+jeAg2YxQu+XS4vIGmQy1etbFc889h0OHDmHr1q3YsWMHDhw4gNOnlZdOlLz33nvo2bMnzpw5g1dffVW0sZ42bRpmzJiBCxcu4PXXXxfr5QDYFBYtWoSFCxeKfQ8ePBiTJ09GerrUl94YnnjiCXh7e2PAgAH49ttvTX7+DMMwDNOk7N8ak7NF0gVAUQ44+wGuQWiusNzCjJSVVOCrZ0zLiJqL+R+NhI2dldFZ5O+//x4///wzxo4dq5IvBAYGamw3ZswYEcjKUOaZtqfAmOjQoQPCw8OxYsUKzJ0716TxPvnkk7j77rvF8ueff45t27Zh9erVWLx4cbX3XbZsmRibo6Mj/v33Xzz++OPIy8vD008/bdIYGIZhGMZcpOYW47M91zFrYAja+7mY3/6tsWSSFQrg8h+VemQLCzRXOEhugURFRaG0tFRkYWXc3NzQsWNHje369euncfvy5cuYMmWKxrqhQ4di5cqVKC8vh5WVcUE6QdljGWtra/FYtH9jkIN0onfv3sjPzxeBOgfJDMMwTEOx7ngs1hyOQXZhKT6c3sv83fYag7NFdjzwxzPA9Z3S7XZSoq25wkGyGbG2tRQZ3YZ6bHNDemVTIb2xtvSBAvK6ZODAgUI/XVxcLLTSDMMwDFPfXEvJE/OotHyz7peC7gbXJCsUwOkfgH9fAYpzACs7YPR/gX7z0JxhTbIZoQCRJA8NMdFjG0tYWBhsbGxw4sQJ1brs7GxcvXrV4P06d+4sdMzq0G2SXchZZB8fHyQmJqr+f+3aNRQUFFTZ19GjR1XLZWVlQu9M+68JZ8+ehYeHBwfIDMMwTIMRrQyOY9Pz68QCrkE1yVueBP54WgqQW/UHHj0IDFsAWBp/BbkpwpnkFoiLiwvmzJkjiuc8PT3h6+uL1157DZaWlgaDbdIn9+/fX2Rtp0+fjiNHjuDTTz/FqlWrVNuQVpjWkZyCJBgvvPCCCMi1+eyzz9C+fXsRGJOzRmZmJubNq/4X6R9//IHk5GQMGjRIOFpQ0eHbb7+N559/vhZHhGEYhmFqDl1BjUqVMsmZBaXCkcJcGmLaX4NqkrPjgbNrKRUITHgDGPR4sw+OZTiT3EL54IMPRCA7adIkjBs3TmiLKWA1ZKXWp08fbNiwQdi3kW3bkiVLRBGdetEeWcIFBwdj+PDhmDlzpgheqcBOm+XLl4uJ3DMOHjwoXDbIraI6KOCmAJvG3qtXL3z55ZfiuVCQzzAMwzANVbSXX1Kuun0jI9/sPskNpkkO3yLNQwYDQ55qMQEywZnkFpxN/umnn1S3qfht6dKlKj9k8jPWBTlSyK4UuiCHjO3bt2usy8rKqrIdBeTHjh0zedzUQES9iQjDMAzDNDSRqZpBcUx6AXq0Mk+Tq2yl3MLDqYHkFpc2SfOud6GlwUFyC4X8iSMiIoTDBemRKSNMaLtXMAzDMAxjmKg0SWohY05dcoNmkrPigHiqX7IAutyBlgbLLVowcrMQkltQJpkaihgjeahLHn30UTg7O+uc6H8MwzAM09iIVmaSrSwtVJlkc1BRoVC5WxjUJOelAp8PA/55wbQHKC8DdiwBwrcallqEDgFc/NHS4ExyC4X8hclRor6hVtaGuuNRRltfER61x2YYhmGYxoZs+9Y31APHozNww0yZ5NyiMuG+RrgZyiQf+xxIvgCkXQHGLwOsjXR7uvIXcOgjwMYRaD0McPTU/P+lliu1IDhIZhoV5LRBE8MwDMM0Nfu3MZ18lUFygVlbUjvaWsHOWk/BXHEecGK1tFxeAiRdBFr1Ne4BripriEoLgJPfAiPUklRZscDNk5LUonPLk1oQLLdgGIZhGIapISVlFYjNkILi0R2lJE9KbjEKSsrqp9vemR+BIrUCeaEhNoKKisogmTj2JVBapENqMRRw8UNLhINkM2BIPsA0PPz6MAzDMHVFXGYByisUItvbwc9Z1RnPHNlkuWjPzVGPs0V5KXDkM2nZs600F9lfI0g4DRSkAXaugGsQkJ8CXNigQ2pxJ1oqHCTXArlJhq6OckzjQX59dDU1YRiGYZjaEKUs2mvj7SQacoV6OYnb5tAlV3bb0/P9dWkzkB0HOPkAE940LZMsZ5HbjgEGPSYtH/5EyjBn3gBungIsLFus1IJgTXItoFbM7u7uSElJEbepaYYp7aGZus8gU4BMrw+9TnLrbIZhGIYxF9FK+zcKkonWXo44F5dllkyy7GwhZ6c1oKukhz+Slgf8R3KgIDJjgPw0wKkat6qr26R5h1uATrcD+/4HpF0Frv0rzVu41ILgILmW+PtLlihyoMw0PihAll8nhmEYhqmLTHKYj7OYh3o6ms0GTqVJ1hUkR+0Fki5IzhT9HwIc3AHvDlKAG38S6Gig8VZOApB0XirKaz8esHcF+s4FDn8sZZOpkK+FSy0IDpJrCWWOAwIChCNDaal0MjONB5JYcAaZYRiGqWv7tzBlJtm8cgulJtlBhyaZAlqi9wOV1m2t+ktB8s1qgmTKFovt+1VmnAc+ChxdBdw4KN22aNlSC4KDZDNBgRgHYwzDMAzTUjPJSrmFt6P5CvdkTbJ2Jpls3iJ3S4Hs4Mcr1wf1Bc7+VL0uWdYjd5hYuc4tCOh+L3DuF+l262GAc8u2ZOXCPYZhGIZhGAPsupyMH47EVHFLyikqRVpesYYmOcRTmidkF6K4rNws7hYe2kGy7ELRaRLg0bpyPWWSiZunpQI8XZDNG0k1ZD2yOoOfrFzu0rKlFgQHyQzDMAzDMAZY9Nt5LNlyCadjM3W2o/ZxsYOLvRTIejvbwsnWStTVxWUUmiWTXEVucW2HNO8yRXO9bxdJo1ycU1l8p03MQUlzTLZvft00/+ffDRgwHwjsDXSbipYOB8kMwzAMwzB6KCotR0a+FKzuCE/R2WlPziIT6jZwsRn5Zskka8gtsuKAlHBJakH2bepYWUsBriG/ZNnVov0EGmzV/9+2Api/F3DwQEuHg2SGYRiGYRg9yHIKWXahTlSqZP/WVqlHlpF1yTFptdMlZ+tyt1AV3Q2oLNhTh3TJhC5dMqW3VXpkA4V9jICDZIZhGIZhGD2k50lZZOJaSp6Ga0WkytlCsn+TkXXJtXG4IP2zKpOsLreQpRZk3aYLWZccf6rq/1IjgOxYwNoeaDOixmNrKXCQzDAMwzAMY0Qmmdh5OaWKJlldbiE3FKmtV3JecZlod62RSaaiu+h9lXIJXZCtG5FyCSiWMt2CkgLg70XScpuRgK00RkY/HCQzDMMwDMMYkUlWl1xUVChUmmTZ/k2mUpNcUGuPZDtrS9jbKC1mbxySiu5cAgD/7rrv6BooFeUpKoDEs5XB9fpZQMwBwNYFGPNyjcfVkuAgmWEYhmEYRg9p+VImuX9rqZDteHSGaBednFuEwtJyWFtaIFjZZU8mVJlJjssoQFm5Hiu2mrSkVpda6Cq606VLLisBfp0j+SrbOAH3/wYE9KzRmFoaHCQzDMMwDMPoIS1XyiT3CfVAO19nlFUosO9qqqqJSIinI2ysNMMpf1d72Fpbim0Tsopq15JaQ4+83bDUQluXHHsM2DhPcrQgHfLM9UDIoBqNpyXCQTLDMAzDMIwe0pWZZG8nO4zr7KeSXMjtqLX1yISlpQVCldnlGzW0gcsqVHoky5nk9EggIwqwtAHCRhm+s6xLvvoPcPkPwMoWmPEz0GZ4jcbSUuEgmWEYhmEYpprCPS9nW4zrLLVp3hORgmvJuTr1yNq65JoW71Vmkm00rd9ChwB2LobvHNALsFDqmC2tgWk/Au3G1mgcLRkOkhmGYRiGYaop3PN2tkPvEA94Otkip6gMf5xLEOvbaNm/aeuSbygzzrXWJMtBcnVSC4KcKyjbTFnne74FOrInck2wrtG9GIZhGIZhWgBpyiCZMslWlhYY3dEXG0/HI1OZ6dWXSa6tDVymssufh6MtUJIvtZM2Nkgm7lsHFGUDzj41enyGM8kMwzAMwzA6IZ/iDKUm2cfZTsxlyYVMmA5NMlHb1tRyIxGhSY7aB5SXAO6hgHd743ZgbcsBci3hIJlhGIZhGEYHWQUlUPbzgIeT5DIxvIMPbJVuFs521vBxkYJnbVqraZJLa2ADp+FuEbWnMotsyPqNMSscJDMMwzAMwxiQWng42qhs3igwHhjmqZJaWOgJWlt5OMDNwQYlZRW4nJhj8mNnK90thCY5K05a6d+tpk+FqQEcJDMMwzAMw+ggXeVsoZktvqNnoJj3DnbXe1+ygesTIv3/ZExm7dwt8qQuf3DSlHowdQsX7jEMwzAMw+ggTVk856WUWsjc07eV0Bx3CXQ1eP9+rT2x50oqTsVmYh7a1FyTnJ8qrXTmILk+4SCZYRiGYRhGB2m5ykYiWrpjklgMaCNJLgzRJ0RqZX0qJhMKhUKvNEMb2jZbI5OcIv2Dg+R6heUWDMMwDMMwBrvtaWaSjaVXsDusLS2QlFOEm1mFRt+vsLQcJcpiP3fLQqBcGgfLLeqXJhUk79+/H5MnT0ZgYKD4NbZ582aD2+/du1dspz0lJSXV25gZhmEYhmmapOVWNhKpCQ62VuiqlGScupFpsh7ZxsoCjiXp0ko7V8DGvkbjYFpAkJyfn4+ePXvis88+M+l+V65cQWJiomry9eVfYgzDMAzDGJdJ1i7cM4U+oR41DpLdHGxhwXrkBqNJaZJvvfVWMZkKBcXu7vorUBmGYRiGYfRZwHk710xuQfQL9cR3h2JMC5LV7d/Y2aLBaFKZ5JrSq1cvBAQEYPz48Th06JDBbYuLi5GTk6MxMQzDMAyjn8KScvx5PgGvbbmI6yl5aC6k6bGAM4W+ykwyeSXnFZcZdR+5aM9Dw9mCu+fVN00qk2wqFBh/8cUX6Nevnwh+v/nmG4waNQrHjh1Dnz59dN7nnXfewdKlS+t9rAzDMAzTlKioUGB3RAr+OJ+AHeHJKCgpF+uPRWfgz6eGwVrZfKMpk26GTLK/mz2C3B1E4d7Z2CwMa+9tvP0bdduTnS04k1zvNOsguWPHjmKSGTJkCCIjI/Hhhx/ixx9/1Hmfl156Cc8995zqNmWSg4OD62W8DMMwDNNUeHdbBL7cH6W6HezpILS0EUm5WHv0BuYONc0XuLGRX1wmXCZqU7gn06+1B26eLRSSC2OC5MwCNblFvmz/5lerMTCm0/R/5pnIgAEDcP36db3/t7Ozg6urq8bEMAzDMEwlRaXl+OlYrFieOTAEmx4fgv2LRmPxLZ3Eug92XFV1q2vqWWR7G0s42lrVal+y5OLkjQyjttftkcxyi/qmxQXJZ8+eFTIMhmEYhmFqxs7LyUJfSzKCN6d0Q+8QD2GxOnNACLoEuCKnqAwrtl9p6GHiaFQ6whNqVluUqgzyKYtsVBOQ1CvAt7cCUXv1BskktyivUBjfkloU7rHcoqFoUkFyXl6eCHJpIqKjo8VybGysSioxe/Zs1fYrV67Eli1bROb44sWLWLBgAXbv3o0nnniiwZ4DwzAMwzR1Np9JEPMpvQJhaVkZQFpZWmDplK5ief3JOJyPz2qwMVIm+/5vjmHmN0dRpmzMYer9TSraO/A+EHsYOPZllX919HOBk60VcovLcDU512h3CzdHW7XCPZZb1DdNKkg+efIkevfuLSaCtMO0vGTJEnGbPJDlgJkoKSnBwoUL0b17d4wcORLnzp3Dzp07MXbs2AZ7DgzDMAzTlMnML8G+q1J2867eQVX+37+1J+7sFQiFAliy5ZIo8DOFkrIKbDgRh4x8KVCsKTHpBSirUIis7PVU0x030pWPb1S3vdIiIOJvaTnlcpV/UxEjZduJk0ZYwakyyfbWlRZwLLeod5pUkEzOFNTPXHtas2aN+D/NqcuezOLFi0UWubCwEOnp6dizZw9Gjx7dgM+AYRiGYZo2f11IRGm5Qsgq2vu56Nzmpds6i8zp2bgsbDwdb9L+v9oficUbz+OZdWdqNc4EtTbQ5+JMz2in5VbKLarl+g6gRJkhzowBSgr0Si5OGxEkZyvdLbxsioBy5Y8FllvUO00qSGYYhmEYpmHZcvammN/ZO1DvNn6u9nhqbHux/M4/EUjJLTJq35T4+vWUFFQfuJYmguyakpitFiTHZ9c4k+xljP3bxd/VbiiAtKu1Kt6TM8leCuW4uSV1g8BBMsMwDMMwRhGfWYATMZmgOrY7elaVWqgzb2gbdPJ3EbKJ59afM0p2QRZpN9Irs7Cf7tbvRlUdCVmVgXlNtNHqhXsGKckHrm6Tlh2V9m6pEVU26x3iLo5bXEYhDlxT6oyr0SR7VCgDam5J3SBwkMwwDMMwjFFsOSsV7A1q4yWaZBjC1toSn87sLSzUDl5P0/BU1ocszRjYxlMElOSiUVN3CvVMckRirrCtq1nhXjWZ5KvbgdICwKM10PVOaV1KeJXNXOxtMLaTVHw359vj+OZAlMica0PjLCqVCg2dy5XSDJZaNAgcJDMMwzAMUy0U0BkjtVCnna8LXp8suV289+8VnI7Vr8el4PDPc4liecG4Dri9u2TX+tne67XOJFMBH7WFrolPsk91meRLSqlF17sAH8knGilVM8kE/WiY2icIlFR/86/LeGbdWdHSW5cemZxCHIrTpZVctNcgcJDMMAzDMEy1XE7MxdXkPJEhvqWb8f0GpvcPxqQeAcIf+OlfzqiCQG3+DU8WFmnkvUyZ5CdGtxPr/76QiOspmu4UyTlFYjImk+zval+j4r00YyzginKAazuk5a5TAd8u0nJqVYcLwt7GCu/f2xNL7+gKa0sLbD2XgKmfH1Y1D9FwtnCwgYXcbY8zyQ0CB8kMwzAMw1TLZmUWeWwnX7hRJzgjoUYcb0/tLtpWx2cW4r+bLuiUGfyulFpQppW8lzsHuGJ8Fz9hJbdKmU3OLSrF239fxtDluzFx5X69EorisnKkKTPBt3TzF/PzJhTvka9yplw8Z0huceUfoKwI8GoH+HcHfDtL67NigeI8vcdjzpDW+OnhgfB2thUZ7g0n41T/z1K2pHZTbyTCHskNAgfJDMMwDMMYhLLAW5V65Cm9DBfs6cLV3gYfz+gtsqd/nU/EuhOVQSGRklOE/VelYrapfVqp1j+pzCaTFpqs4Ua/tw9f7Y9S+R+H65FQJGVLWWY7a0uM7CBJFc6ZULwnezRTnxQPauhRrdRiKkW/gKNnZdY3zXDHwYFhXpg/IkwsH4+pdLzIKlRrSa1qJMJyi4aAg2SGYRiGYQxyLDodSTlFcLW3xuhONQvYqJnGwgkdxfKrmy9i28UkjSw16XT7hLijjbeTan3PYHeM6OAjgvS3/44QEgj6f3tfZ/H/izd1Z4dvKj2SSbrRo5WbWI5KyxeZaGOQs9CeTrZCG6yTwkzg+i5pudvUyvW+si5Zt+RCu/EKcTImQ+X+IWeS3Sk455bUDQoHyQzDMAzDGGSLsg31bd0DYGdtVeP9/GdEGO7oGSgywU/+fBrbLiYK6cXGU5KU4+6+lVlkmWfGthcZaGpO8uKtnbBtwXCVhOKCHglForJoL8DdXmiKKVgm2cYFPUG1Nun5Rti/RfwFVJQCPp0rZRYE3TYySO4W5CbcP0jaEansCqiuSWa5RcNi3cCPzzAMwzBMI6a0vAL/XEyssdRCHdIafzCtp1AmkITiiZ/PiAK9K8m5oiBwUo9AnU04djw3UuigKbMrB5eEvqBXLtoLcHMQ817B7iK7fC4uG0PaKr2MjSras62+gUi3uzXXywGzDq9kbWyoXXWwB45EpQvJBXUwlOUWbg7WgFy4x3KLBoGDZIZhGIZh9HIyJhM5RWXwcrLFgDaSPKA2WFtZ4oNpvWBpYYFNZ27i413XxHoq0tNXEKguwSC6K4Pkayl5oniPXCPUSVBqkgPdpSCZJBfUTtvYpiKy/Zsqk3z4E+DKNsDFH3ALApz9gai9VaUW6kGyHhs4bfq38RRBMh3nWQNDVZlkX9sSbkndwHCQzDAMwzCMXnZHJIv5yI4++vW5JkL7ee/enqC9/X5GKbXoY3yWOsDNXjhDkHaYivf6hEgtn2USlJrkQGXDkx6t3E1yuJC77Xk52QGlRcDOpZK0Qhv/HoBXW811sldyTrxkEWfvavCxBih1ycejpeK9bGW3PX8rbknd0HCQzDAMwzCMXnZFSJf85W5x5oIC5RX39oSfm70oVhvR3nhJAdmokeRi75VUUbynHSRXapKlTHL3Vm5C4kGSi9TcYvi42BmVSRZyi+RLUoDs4AEMXwhk35QC4MIsYNizVe/s4A64BAC5iUDqFSC4v8HHonbVdCxobBTcy5lkHwtlkMwtqRsMDpIZhmEYpgZsPnMT60/E4ZVJndE1ULr8rwtqP7zvaio+ndnHJH/hxkB0Wj6iUvNF4dzwDtVreU2FgsMXblFmXk2kuzJI1lW8l6DUJAe5SxlYZztrtPVxFk1JSHIxtrOfUS2pRbe9hNPSyqB+wJCnjBscZZMpSKb21NUEyU521uga6Cqy3CdiMlRBsociq0lKLYrKihCZHYlrmdcQ5ByE/v6Gn39jhoNkhmEYhjERagCx+LfzKCmvwIPfncDmJ4aq9K/qfLTzGj7ceVUs772SUuvCt/pmtzKLTFpk8jpuTOgr3iObt9yiMo3CPVmXTEHyufjsaoPkNPVMcoQcJPcxfnDUeS9qj1HFe0S/UE9VkCx3JHQrz2wyRXs5JTl49/i7OJ96HrG5sahQVIj1d7S9o0kHyWwBxzAMwzAmQN3cnl1/VgTIJNFNyS0WgXKOlgfvp7srA2R1796mqEce06nxZTO1i/dkEpVFe+TpTFlaGXK4IIwp3pMzyd7qmeRAU4Jk472SiQFtJLnIiehMlU+yc2lGk7F/23h1I7ZGbkVMTowIkN3t3DHAfwA6eHRAU4aDZIZhGIYxAcoORyTlCjuyTY8PFfpWsjB74qfTwi6N+HxvJN7796qGM4NcTNbYII0utXqOTS+okpE9FiUFatVlXhsCKt4jxw1qNEKZ/SpFe1qZffXiPV1tsWXof3Im2ZscJkhXLHbY2/jByV7JxmaSlcV7dB7ll0gBv2NJepORW2yP2S7mj3R/BLvv3Y390/dj9cTVmNN1DpoyHCQzDMMwjJGcupGBL/ZFiuW37+omOsJ9N7c/HG2tcOBaGl7edEG0T353mxQcLZrYEY8Ml1oPJyiLyRob9Hyo1fNjP50SAacMPR9q+hHm7VTFgq3OyU0CKqQfHNUV72l33pMzydpBcucAF9hYWYiW06Pf24slWy5iR3iykDdQG+szsZmiuck3B6LFVQLCO5deRwXgGgS4mPBDwUfqLCh0ydSZrxooY03HufK5ATZFaU1CbhGfG49L6ZdgaWGJWZ1nwcfRR7w2zQHWJDMMwzCMEeQXl+G5DedE++SpfYJwS7cAsZ4CtU9n9sbD35/EhpPxqu2fHddBNMqgoj1zZJIpuLuSlItBYZ5mDUKOREoZy0sJOVh79AbmDGktbu+6nNIwUovzvwK/PwwEDwTu/R5wlY6zPskFHV91XbJ8nCnTrA51CpwzuDXWHI5BTHoBYo7cwA9HbujdN1nM2SWfNT2LTJDtm2sryQWD/JJDBxvVoppaZxNU4GkhNxJp5Jnkf2/8K+akPfZy8EJzgjPJDMMwDGME/9sWgRvpBcJ797XJXTX+N6aTH5beUbnu6bHt8cy49hoOCzczaxckv7L5Au77+qiQRpiL7IJSXE6qlCq89+8VpOQWoaJCIQoNiTGd6zFIKy8D9rwpLccdA74cAcQc1Ls5Wbtp+x/LGfsgNxtg3SzgjwWq/70yqQvOLBmPrx7oiwcGhaK1l6NYT+4d9Lr2CXHH7d0DMG9oG3w2s4+as4UJeuQqnfcuG91UREZqSZ3aJDTJ25VSiwmhE9DcMDmTnJycjOeffx67du1CSkpKFV1PeXmleJ5hGIZhmgNl5RVYfzJOLL9zdw+dVm4PDG4NN0db8b14R8/K9sqyw0JucZko7qupS8TV5Dwx//pANHxd7PHICEnGURvITYG+xilYdHWwEcHmO39HYPbgUKTnl8DFzlpkOHUSfwo4vQYIGQJ0vFXyB64t4ZuBzBjAwVPyGk65BHx/BzB+GTDoMUm6kJ8qTR5t0D3Iu0rnPbkldWeLG0DEn9J+6b5KCYSLvQ0mdPUXE0GviZOtte5GKVtrULSnXrx3fYfxnfdaV3o9i/Mrs35aUmcXZ8PB2gG2VgZacOshLjcO4enhQmoxLnQc0NKD5Llz5yI2NhavvvoqAgICmo3uhGEYhmH0QYV6RaUVcLG3xvB2+v2C1YNjGXJYcHe0Ef63JAVw9a9ZkJycU6lpfuvvy/B2scVdvVupiuxIW7z2aCxmDQzBYiO9h49FS1KLwW29cN+AEEz57JBoFS0/1oiOPrCx0nPR+e+FQMIZ4PQPgKUN0G4s0PUuoOtUwNr0gEtE6wc/rAxqBz8J/PEMcGED8O/LwI5XAaW1mMDeHQHPXhTFexTQU/Fe7xAPlSY5pDSmcttLm4FRL+h8WL0/WvLTgawbNZNbaBTvGZdJDvF0hK+LnXBLCbQvNqkldVphGh7c9iD6+ffDa4NfM3qIMdkxmPbnNAz0H4hPxn4CU/k3plJq4Wlf+5blTT5IPnjwIA4cOIBevXrVzYgYhmEYppFxJi5LZSNmWYPWzEHuDqoguZO/4TbFuigoKVN5/87oH4x1J+Kw6NfzIuNIMo6VO6+JQJH4cn8UpvcPRqhX9cV2x5StkAe28RLuD/cPDMWPR2/gsFKnPFafHpmyvRQgW1gC3h0kF4er26TpzFrgvnWAnbNpT/LaDiD5ImDrDPR/GLB1BKZ+BQQPALb/tzJopM53JflAURYsYo8JTTjpkql4j14fWZPsU3C9ct+XNukNkvVCz4/wbFuzLLlsA5d0ASjOq/Z4UNKRJBd/nU9EK5tcaaWdm1EtqX+6/JOwX0vIS8DLA1+GtaVx4d2m65tQWFaI/Tf3I7ckFy62LqiJHnli64lojpisSQ4ODjZoncIwDMMwzY2zsVKQ3FvptWsqstNCTXXJKTmSby+5aLx9V3dM6RUonCfmrTmJV7dcEgEyuSN0C3IVDhWf7VELEPVA2WfZFWJgmJQFfH5CR1GwRtCF4lEd9QTJlJklWg8HnjgGPH4MGPUSQEFWzAHgp3uAYmWgZywHP5DmfecCjsqsJA1iwCPAouvAwivAq2nACzFAj+nS/6P3qvySqXiPihuLyyrE3ZyzlNZtcjbXSM9iFbXRIxN+3STJCElEtj4lZcqr4TZlMWhvz1KjpRYFpQXYcGWDWC6pKBHZYWMgP+N/ov9RLZ9JUf4oMFFqYWVhhbEhY9EcMTlIXrlyJV588UXExBj3IjAMwzBMU+dMnGTjRZfzawJlkombNbSBk+UPfq72IpO94p6eGN5ekn2QX/MbU7pi+7MjsGxKN7Hu99M3EZeh6XuszckbmcKpgy7zy7ppN0cbvHy7JBMY0tZL7FsnlJklut5ZmTUd9SIwe4uU/Yw9Avw4FSiq2jJaJzeOSPchXSzJLLSxdwNc/AErpTSizUhpHrVPrfNejkpq4e1kC8uUi9I2bsGagb2x3KyFHpmwtgPuXQNQVvfS78CRz6q9y+09AnBuyQTc1sbSaKnFH5F/iI53MhGZxmmgKShOzE9U3T6ZdBKm8G8zl1rUKEiePn069u7di7Zt28LFxQWenp4aE8MwDMM0J8gBIipVsuYiX+SaEKh0uKipDVxyrpRJJs0qYWttiW/m9BMezXsXjRJFg6Qd7hPiIYLnMiOyyXKjkIFqrgoE6Zw3PT4En9ynJzjMiAYSz0pSi853aP6vVV9gzhahF0b8ceDHu4CcRCAnQSpgizsOXN8p7UMdWYvc8z6Dlm8q2oyQ5kkX0NNLMgy4lpyrslDr4loIFKRLYxz+XGVgb8qVcFluUdNMMhEyCJj4trS8YwkQfaDau9APlUpnC8OZZMoAr728Viy72koynqsZlV0eDfFX1F9iLge4J5JOoCauFhObqdSiRppkyiQzDMMwTEvhrLKNMTlA6M2sVkOQu2OtguQUZSbZ19Vew/d3tA7N8IJx7UUjkN9OxQuf5mBP6bH1Fe0N0AqSq82YkwOFHKg66ShipCK3OX8AP0wBbp4CPtBTREhSjT6zJc3vte1SQDv0GRgFNfagwrjUy/DPOAFPJychtdgTITlC9LFXZkhp393uBv55AUi7Ikku/LpUv38K6vOSpDH5d0etGDBfOg7n1wO/PQjM3we4BRm+j+yRXI3928GbB4UW2dnGGfN7zMd7J9/DlUw1mYkeSstLVXriZ/s+i1cPvYrwjHDkleTBmTThWiTnJyMiI0K4YDjZOKGgrACXMy43a6mFyUFyaWkp9u3bJ5wt2rRpU3ejYhiGYZhGpkemorCaUutMsiy3UGaSDdE31BPD2nnj4PU0rNobiXemdtdZCHhB6S08KMzEBhCy1KKLUmqhi4AewNw/gZ9nANmxgIWV1GDDzhWwcZQK/Ui7TJNMlymAV1vjxxE2UgTJFtH70T1ohije23U5Wfyrs6Vk1we/rpJUo9044MrfkuzBmCBZllpQIG5by26DJJCetBJIDgeSLwDrZwH3fAt4GrDwy0s2Sm7xw6UfxPyeDvegt6/kwEHBbHUcSjgkrN+87L0wOWwyvjr/ldAYn045jRGtlFl6JaUVpZj9z2wk5CdAmwH+A+BhXzMJUrOTW9jY2GDjxo11NxqGYRiGaWZ6ZHVNclJOEUqVLY9NIVlZuEeaZGOQG5n8dioON3UE5qduZApJBjXQaOWh2b7ZIBlRQOI5KejtPNnwthSgPnMW+G8CsCRdKrhbcB544iiw4IJU6CfrhWEBDHsWJiFLLqL3qYr3cpQOIK3LoivHQJAtnSmSC1XRXg2s33RBTh3Tf5QCdpJxfNof+Guh1H5bF0bILa5kXMGxpGMimzuz00y0c28HC1ggoyhDWMIZ4u+ov8X81ja3wsrSSuiK9emSd97YKQJkyiKHuYXBz9EPLjYuYrq/y/1ozpisSb7zzjuxebOJ4neGYRiGaYKQm9M5Nfu3muLtbAdbK0tRKKfud2ws1AWP8HWtPpNMUAOQwWFeKC1XYJUObbJKjxzmZVq/g0vVSC20sbSSMrHaj+EeLBX6PXNOKvZ78G8goCdMInSoJIdIv46+Hpo/BPwKIzWD5I63AFZ2YlthM1fXRXu68GwDzNsuZbUryoAT3wAf9wZ2vwlUVJgst/gx/EcxpyYeAc4BcLRxRKhrqCqA1kd+aT72xO0Ry7eH3S7m/fz66dUl/3z5ZzF/sOuD2HLnFuy8dycOzzwsJu2sM1q6Jrl9+/ZYtmwZDh06hL59+8LJSfMyxNNPP23O8TEMwzBMg0FtqDMLSkWhXOcA0/2NZciRIsDdXuyP2ia38tCtE67OAs7YTLKcTT7yVbrwVKbHmz8iTNVVTtYjaxftVYu2q0VtoSA6bFTN7kvexaR/vnkKvcrOkjZCrLZGGVxytYJkOxeg/XipAx89B0M6Y8o0m6NoT1+r6vs3SgV8u5YC8SeA/Ssk6UWvmZXb5aUYlFtQpvjvaCkbPLvLbNX6jp4dhUaZJBdDg4bqvO/u2N0oKi8SAXVXL+n4yJlkbV3ypfRLOJt6Vvgu39vxXrQ0TM4kr169Gu7u7jh16hS++uorfPjhh6qJi/oYhmGY5ii16BboKgLl2hCotFmriS5Z3QLOWEhrfG/fVsI3+d1tEZj1zVHx2NS++Vyc7I9sgh45PRJIOi9JLTpVI7WoL5RWcO7JR1RFlW0skmBZUSI1JXELqdyWugFWJ7koLQS2PCkalcDaHvDtWkfjHg48tAMY+Jh0O1LK7ApobNR224DcgvyNSSvcw6eHmGQ6eUpFkoaK9/6Kllwtbm9zu+oqgr+TP4Jdgqv4Jf+szCKTg4W3gxFXDpoZJr/jo6Oj9U5RUVF1M0qGYRiGacgmIrXQI1dpKGJikJxXXIb8knINCzhj+d89PfC/u3uIJiRHozJwy8r9eG/7FZSUV4h9kWOH0ciuFlQw52RisV9dQWMhRXPUfvFDhuhipSza8+1CKfzKbTvcAlg7SLrqX+cChdJrq4Js6VaPB86ulWQcE9+qWXttY6EAlWQgBHlEy1CAXk1L6uNJx8V8fMh4jfUdPDoYtIFLL0zH0YSjYvm2sNs0/idnk08kn1Bt+4+y2QhpnlsitftZzDAMwzAtpB11bQnyqFmQLGeRXeys4WRnmkqSMoXT+gfj76eHC49nKmz75mB0DfXIRrha1DfBAyWtcW4CRnhJr1Vf+wRNqYUMtYW+9V2puQcF/F8MB+KUGtyr24GvRkotpB29gQc2Sa2x65pW/aXxZMcBWbGaUgs9LanLK8pxKvmURmAr09Gjo5hH50SjqKyq9v3PqD9RrihHN69uKv2yjKxLlov3Nl7bKLLV3b27a2SrWxIma5LnzZtn8P/ffvttbcbDMAzDMI0CkiWEJ0idzHqHmCFIrqENnBwkG1u0p4vW3k747dHB+GTXNXy657ooIKTCPtOkFheMc7WoT2wcgOABwkpuuHU45VLRwyYeKNMRJBN950jtojfOAzJjgG8nAp1uAy7/If0/qB8w7XvArVX9jJ+KGqlgkXyUqeuge0hlkKxHanE18ypyS3KFNzJpkNXxdfSFh50HMoszEZkVia7elceAAl658cjUDkq3DzVUuuT0cGEPtz5ivbh9X6f70FIxOZOcmZmpMaWkpGD37t34/fffkZWldemCYRiGYZoolxKyhU0aOVPIFm7mkFuYGiTXpGhPF9SR77kJHfHbY0OwaGJHTO1TTUMLXVlkKrJzbGTddZWSiw75p/HF/X3Q3TpeWq8rSJa7Av5nv2QLpyivDJApc0wuG/UVIMuEDpHmsYc1nS30SC1kB4o+fn1EQZ06dGWgg2cHnX7J1CEvKT9JdNi7o61Wp0SlLrmVcyuRaf7fif8hpTBF+Cg35456Zs8kb9qkfKOoUVFRgccee0y0qmYYhmGY5sAZlR7Z3TRZQnWa5MxCYS1n7D5rUrRnCGpdTZNJyNZv5nK1MCdtyB3jTVjEHMAtk0l6cbNSk6wP8iumhh5tRwOnvpe64vWcjgYhZAhw+BMpk2yER7IcJPf305RayHTy6IRjicc0ivfofFtzcY1YntV5FuxIoqIDyibHX4/H1sit4jY5Wtha1aEuuyVoki0tLfHcc88JhwuGYRiGaQ6YU49MyNloKsLLKZSaXpjSSKQ2cotaQQVt1ClOuFpMQqODbOBsXYDCTKn1M0FNSsgizhD0I4XaYj+yq+ECZCJkkDSnttn5aZXd9nR4JBvSI8vIEgx1r+QjiUdE0EwNQaZ31P9c1fdpbWGNaR2moSVjtsK9yMhIlJUZ/6ZnGIZhmMZIRYUCcRkFOHND7rRnniDZ3sYKXkqbMlOK95KVjUT8XMyTSTYZ8hYmWg9tfFILwspaGhtx7AvDUovGCB1Tan8tu1wYkFtQoJtbqluPXMXhIvOqyCATchZ5avupcKOCQD3IxXvE+Nbj4eOov+NfS8BkuQVljNWhFyAxMRF//fUX5syZY86xMQzDMEydQz7CvxyPFa2ar6Xk4npKHopKpQ5o1HujRyvzBMmy5CI9v0TokrsoLcuqI8XMcguTiZB8dRuNN7I+v+Sr26RivOqkFo0R0iWnXpYkFwbkFob0yDLUOtrG0gZ5pXm4mXdTzCmTTO2rH+jygMFhUOc+CrKvZ13HA50Nb9sSMDlIPnOm0mRallr4+Pjg/fffr9b5gmEYhmEaGx/vuoaPdl3TWEctpMN8nERxm7OJtmvVSS4u3Mw2LZOsKtxrALkFOS3ESr66wgWisaIs3lPRlDLJcpB8crVUvCc3OtEht5Dt2fTpkQkbKxu0dW8rCvco87zjxg6xfkLoBAQ5V1+suWrsKmQUZaCzlzK73YIx+Z2/Z49aVxiGYRiGacJQsPrFPqmF8byhbTAozBPtfJ0R4ukIayvztxIw1eGCrtaau3DPJK5Q62OFpPutb9cHUyC5AvkbF6RJt8nmrSkRMliaJ56Tigp1yC2M0SPLUDaYguS9cXuxLXqbWDe321yjhuLn5Ccmpgaa5DFjxui0esvJyRH/YxiGYZimwjt/X0ZxWQUGtPHEq5M6Y0JXf4T5ONdJgEwEKr2Sjc0kU4EfjY/wMbHbnnmlFo2wYE8d6qzXZoS0TG4MXu3QpHALAtxDAUWFVICoQ25hjB5Zuz315uubhaXbQP+B6OLVxCQojQCTPwX27t2LkhJlu0Q1ioqKcODAAXONi2EYhmHqlOPRGfjzfKIwOXhtchez2LwZ63BhbCZZLtpzd7QRhX/1SlEOELW3aQTJsocz4dtZKuZrash+yTJamWRj9MjanfdkjM0iM5oYfRadP39etRweHo6kpCTV7fLycmzbtg1BQSYYkzMMwzBMLaGM7G8n41GhUMDW2hJ21pYimBzTyVclbdBXrLf0j0tieUb/YHQN1F/xb05MbU2tklo0hLPF9R1AeYmUlfUxnLlsFPScAWREAh1uQZOEJBfnftHbktoYPbKMeqa5vUd7DA1Uun8wdRMk9+rVS/zKpkmXrMLBwQGffPKJaY/OMAzDMLWUS1A2WJuBbTyx/j9KnacOfjsVh0sJOXCxs8bCCfUXAMqBe0puMUrKKkRg32g9ktWlFvWQZa811nbA+GVosqhnkrWkFqbokQmyeaMiPXK3mNt1br1cJWnRQXJ0dLQoIAgLC8Px48eFo4WMra0tfH19YWVVz5eCGIZhmBYLfScdjcoQy7f3CICjjRXyisvwz8UknI3LQll5hU5tcW5RKVZslxotPDOuvWg7XV+QTzIFxhQgU5Y42NPR4PYNVrRXVgxc/Vda7tyIrd+aE5Sxd/IB8lOrSC1M0SPLvDn0TYSnh+P2NrfX0YCbP0YHyaGhoaoW1AzDMAzT0NxIL0BaXrGwa3v/3p5CZkGNQHos/VcEy5Gp+ejo71Llfp/uuY60vBKEeTth9uDW9TpmyuiRLjk6LV9ILqoLkis9kuswkCfLsZRwwLNt5SX+6P1ASS7g7A8E9qm7x2YqoWwvSS4ubwWca65Hlunn309MTM2pUfnujz/+iKFDhyIwMBA3btwQ66gl9ZYtW2oxFIZhGIYxnhMxUha5Rys3VVGbpaUFOgdIgfGlhOwq96Egev2JOLH84q2dqpU7NHTxXqVHspGZ5ORwoDjPtAGd/Bb4fAjwcW/gxDdSFlnustfpdsk5gqkf5Kw9We6pcSlN0s/39tVcz9QtJp/5n3/+uei6d9tttwkrOCraIzw8PLBy5cq6GCPDMAzDVOFkjGSV1a+1ZqtkuQiPNMfaRKfnI6ugVBT4jepYte1vfaCygcssNNrdwpcK91IigKOf6w+C9y4HPh8M/Gqik8GlTdI8NwH4ayHwcR/g0mZpXecm4GrRnOh+L/BsODD0GY3VifmS7j7YJbiBBtYyMTlIpuK8r7/+Gi+//LKGBrlfv364cOGCucfHMAzDMDo5cUPKJPdv7aGxvquy3fPFm1UzyWdis1TZ54bIIqtnhVPzpCyxIVLUu+39sxjY9iLw7UQgK1Zzwz3vAHvfqXSloKYUxkABt9xRb8RiwCUAyIkHirIkh4XQYSY9N8YMkgvyTNYqtJOD5ECnwAYaWMvE5E8IKuDr3btqut/Ozg75+fnmGhfDMAzD6CU9rxhRqdJ3Tt9QD52Z5PDEHFHcp87pWCn73DtE8z71CRXvEaSnNgRJQ1KUmWQRWKdclv6RfBH4anRlcEsB8r7l0jI1pCAOf2rcYG4cAipKpfuN/i/w9FnglncBv+7AqBcAa2msTMNRWlGK1MJUsRzgHNDQw2lRmBwkt2nTBmfPnq2ynnySO3fmPt8MwzBM3XPqhhTstvd1hrujZiDX3s9ZFPPlFpUhLqNQZya5T4g7GgpvZee8tNyqjbnUySwoQWm5FOR7WxcB+SnSP3y7Su2X10wC1j9QGSCPfwOY9r20fHEjkB1f/WAi90jztmOk7CUV7g16FHjsIDD4iZo/ScZspBakokJRARtLG3jaa0qLmEYWJJMe+YknnsD69evFL3Syg3vrrbfw0ksvYfHixXUzSoZhGIZR4+QN3XpkwsbKUuVqcVGteI8cL64k5TR4Jlm2nKsukywX7QnbuOxoaaWzH/DwDqDzHVIGmJwQ5AB56NNSwVfr4YCiXNIvV0fk7sogmWmUyFILfyd/WFpwEWV9YvLRfvjhh/Huu+/ilVdeQUFBAWbOnCmK+T766CPMmDGjbkbJMAzDMDqcLbT1yNq6ZHWHi/PxWahQAIFu9vXvO6wjSK5Ok6wq2qOxpkdWeunaOgH3fg+Meglw8AQmvi0FyDJy0depNUChlDnXCWWa064AFHi1GVHr58XUbZAc4MRSi/rGpObmZWVl+PnnnzFx4kTMmjVLBMl5eXmikQjDMAzD1AeFJeWqorz+OjLJmsV7OVWkFr21NMz1jY8ySCY5SHFZOeysrar3SE6/Lq30aivNyZZt1IvAyBeqdsNrNw7w6QykXgZOf1/FKaGK1CKoL+DQcPITxjCJeZWZZKYRZ5Ktra3x6KOPoqhIeuM6OjpygMwwDMPUK+fis4RWl4LHVh6S57A2XYOq2sCdkYv2ghs2IHR1sIaNlRTYpueVVO+RTPZvqiC5neZGutoN07ohT0nLR78AyvQ8RpSaHrmGZBZlIr80X2hmmbqBM8lNJJNMDBgwAGfOnFF14GMYhmGYhija6xfqKTrY6aKzvyssLSTdL2VkfVzsKov2GjiTTGP2crJDUk6RGF+gsrmI/pbUdkC0niBZH93vAXYtk7yPqYiv132a/6fuuXImOWx0jZ7Hx6c/xtcXvpaeEyzgZOMEZ1tntHZtjY4eHdHBs4OYt3Vva3SXOKYqHCQ3HCaftY8//jgWLlyI+Ph49O3bF05OThr/79GjhznHxzAMwzA69cj99OiRCQdbK4T5OON6Sp4o3mvr44z0/BLheiFLMRoSbxdbVZBcXSbZl9ww1DXJxmBtBwz8D7BrKXD4Y6Db3Zp2bknngMIMwNYFaGV66+KS8hKsu7JOdVsBBfJK88SUlJ+Eo4lHK+MCnx74buJ3sLViO7maQMeT4CC5CQTJcnHe008/rfGrmJwuaC534KsL9u/fjxUrVuDUqVNITEzEpk2bcOeddxq8z969e4Ujx6VLlxAcHCwKDufONbEbEcMwDNMoKK9QqDLJ+vTIMt0CXUWQfOlmDnIKy8S6LoGuejXAJnPjCHD0M6AkX2rlXFoozZ28JQlDu7GAXzedkgiVw4UBG7hUZeFesG0eUJIrFdh5tDZ+fP3mAQc+AFLCgXX3AdN+kIr+1F0tqGDPysa05w1gX/w+5Jbkws/RD1vv3IqCsgIhuyD5RWRWJK5kXsHVzKuinfL51PNYfXE1Huv5mMmP09Kh2CohL0Ess0dyEwiSqZlIQ0HNSnr27Il58+Zh6tSpRo319ttvFzrqn376Cbt27RLuHAEBAaL4kGEYhmlaXE3OFQVvTrZW6KS0edMHNRXZfDZB6JLljG0fc1m/kVxhyxNAhjLDq030PmDna5JlW9uxQKfbpUkZMKuC5PzqM8mtKm5KK9xDpAyxsVAxHvkmr78fuL4T+OFOYOZ6wNFTzR+5ZlKLrZGS9dztYbfD0cZRTN4O3gh1DUUv316q7bZFb8Oi/Yvw9fmvcWvrW9HazYQgn0Fuaa74AUJw4V4TCJIbUot86623islYvvjiC9H85P333xe3qdnJwYMH8eGHH3KQzDAM0wQ5qZRakK7Y2spw7bnK4SIhGzezpEv9vc3VRIRaP1OATK2bb30XsHEArO0lSUPaNSkojTkI5CUD536WptlbgLBR4u5ezrYGM8mUMZct4rxL4k2TWqhD2Wx63J/uBeKPA2tuB6avrezWV4OivYyiDByMPyiWJ4dNNrjtxNYTsTlyMw7dPIQ3jr6BbyZ8o1dHrs71zOtwt3cXgXdLRna28LDzgIO1bu06U3c0ayX9kSNHMG7cOI11FBwvWLCgwcbEMAzD1L6JiHYral3I7anjMwuRmF1k3qK9I59J876zqxbFUeBJemCSXsQeAfa8DcQdA2IOqYJk2QZOnyaZ2m5ToEzFhy55MTUPkongAcCD/wA/3iVJL74coWxFHQJ4hpm8O8oOlynK0MWrC9p5GB4TBcSvDHwFd225C8eTjosM9JR2Uwze59uL3+LDUx+KZS97L3T07CgKACkLTdnUQKdAIT2wszIhq14PkKzk5YMv45k+z2BcqGbsUVs9MmeRG4ZmHSQnJSXBz89PYx3dzsnJQWFhIRwcqv4qKy4uFpMMbcswDMM0Dk7GGKdHJtwcbYRFHAXJFHBSARw1Eqk1yZckOYWFFTDgP/q3I2kEBcVUdEdBcvwJo7vuxWVKl9gD3BxgmRlVuyCZ8OsCPLRdCpQzojRbUZvIH5F/iPkdbe8wavtWLq3waM9HsfL0Srx38j2MaDUCHva6f6ycTTkrXDNkx4z0onQcTjgsJm0G+g/El+O/hJWlmTTmtYQC+5icGPx0+SezBcnsbNGwcH9DLd555x24ubmpJir2YxiGYRqem1mFYrKytEAvI72O1Z0sSGphzKX+ajm6Spp3ngy4G/EdIbtH3DwtaZmNCZIzCsU82NOh0iO5BllfDajob952wL+7cvzGBbnqRGVF4WL6RVhZWOGW1rcYfb/ZXWejvUd7ZBVn4f2TkgRSm5ySHLyw/wWUK8qFfvnozKP46baf8OqgVzG943QMDRqKtm5tVbKDY0nHcCHtAhoDl9Iv4WTySVVGubjccDdFk4NkLtprEJp1kOzv74/k5GSNdXTb1dVVZxaZeOmll5Cdna2a4uLi6mm0DMMwjDF6ZAp8neyMuxDaTSm5MFvRXl4qcP5XaXnwE8bdx7crQIFdcTaQfk1Tk6ynmUhshpRJDvWwq8z81iaTLOPsCzy8G3jihKRXNpE/oqQs8rCgYfBy8DL6fjaWNlgyaInIDm+J3IITSZVZddnFYenhpUjIT0CQcxBeHfyqKAYk+7hpHafhlUGv4ItxX2DznZtxbOYxEUQTe+KUBYgNzPeXvlctl1SUiEDZnJpkziQ3oSA5KysL33zzjQgoMzKkD63Tp0/j5k1lBW4jYfDgwcLRQp0dO3aI9fqws7MTQbT6xDAMwzQ8h6+nG61HlukapJ5JNkOQfPJbgLKE1Mq5VX/j7mNlDQT2lpbjT2pkkjMLSlBWXqE3SO7imAOUlwCkv3VrBbNAxYU+HUy+G3XV+zPqT7E8ua3hgj1dkOsFBbzEM3uewVfnv0JeSZ64vfHaRvx7419YW1hjxYgVcCH/Zj3Q1YAxIVLB4d64vQYfk4JVKgKsSyiQ/TfmX7FM2XLiZNJJs2aSWZPcRILk8+fPo0OHDnj33Xfx3nvviYCZ+P3330XQXJfk5eXh7NmzYpIt3mg5NjZW3KbHnz17tmp7sn6LiorC4sWLERERgVWrVmHDhg149tln63ScDMMwjHnJLy7DXxekgGF8F81aE0N0D3IXLaAdba3QXdmqusZQId6Jb6TlQY+bpueVJRdKXbKnk60oylMogIyCqtnkOGWQ3N46uVJq0cDaWwr8qJDMxcYFo4KlAkRTebrP0+jk2Ul4LH9y5hNM3DgRH5z6AO8ef1f1/+4+SjmIAUh6QQF1VHYUbuTc0LkNjXXOtjmYvW02Ckql41kXkAaZJCID/AdgRkepl4QsvagtrEluYkEyNeagZhzXrl2DvX1lAcRtt90mmn3UJSdPnkTv3r3FJI+FlpcsWSJuU4MROWAmyP7tr7/+Etlj8lcmKzjKgLP9G8MwTNPiz/MJyCsuQ2svRwwOM/4yP7Wj/m7uAPwwb4DowlcrqL1zfgrgEgh0MezQUAU566zMJJOumgJlfTZwcpAcrJAaScCrLRoa2Rt5QusJNXaWcLV1xbrb12H58OVo49ZG6JC/u/gdisqLMDRwKOZ0nWPUfijT3M+/n8Fs8oGbB1BWUSYC8h03dqAuoEw4ZcEJGns/P2lM51LPia6EtaG0ohSphaliOdA50AyjZerc3eLEiRP48ssvq6wPCgoSbhJ1yahRo4RuSR9r1qzReZ8zZ87U6bgYhmGYuuWX41J9yIwBISYX3w1rb4TXbnmZlKk1tO9jX0jzAY+Y3qVOziSnXJI69Nk6CckFaZK1i/eKy8qRmCNZ1nkXxZlPj1wLCssKVYGmsa4W+iA3CmpCQoV/22O245uL36CiogJvDnsTltRV0Egom03trylI1hVcH75Z6YhBOujqrOdqAgXI1IqbAn7SaZPm2tPeU3hJU1FhX7++Nd53akGqkLiQnpv2yTSBTDJpdnXZol29ehU+Pj7mGhfDMAzTgFBC4o0/w3HLyv16HRjqi/CEHJyNyxKyiXv6mkmXq07ieeDtAGDn6/q3SQ4HEs8BljZA37mmP4ZrIOAaBCgqgIQzWsV7msc3IatIyDAcbKxgnxvdKILk3bG7Rec3Kqrr7avUV9cSCpZvC7sNv9/xuyjIM7VxiCz5OJNyBllFkvRThjLIxxKPqW5ToWB8rrIpi5mgxyCpBTG7y2wR4NMPODmbXFtdsroe2ZQfD4z5MPmo33HHHVi2bBlKS0vFbTohSOLwwgsv4O677zbj0BiGYZiG4rdT8Vh9MBoRSbn485zykn8Dse5ErEqLLBe8mZWIP6XiuCOfApm69a24sEGat58gtXWuCVTsp6N4L13L4UIu2gvxdISFbP/WwEGy7I1MBXtmsdEzAxSwd/DoIPTAJK1Qh7K41NLZzc5NaIXVn4O5oMw6BbKU5VUvZJRlICeSNR08TIX1yE0wSCZdLxXQ+fr6ioYcI0eORLt27eDi4oK33nqrbkbJMAzD1BvXU/KwZMsl1e3dVyRdZENQWFKOTWck56T7BoTUzYMoM7uoKAMOraz6f/I2vvCbtNzj3po/jkqXfMKgV7KsR27jbgVkNbzcgnS3JGsgJoVNQmNCziZrW8FRG2xicMBg3NX+LpXkguQLNeFS2iWRNd4VuwsRGRFCSy3bvs3oNENDo93fT3qdz6WcQ2m5lFCsCdxtrwlqkqnBBhXCHTx4UDhdUMDcp0+fKu2fGYZhmKZHUWk5nvrlDApLy9HRzwVXknNxNCodBSVlcLStuyat2QWlmPr5IQS6O+DjGb3hoSxqI0eL3KIy0VRjaFvTLscbBeka5CCZOLMWGLFIkkfIxB0FsuMAO1egg/ENNAwW7ykUqiA5VU+Q3MOJLFYVgJ0b4FQHz91IqJ00ZWtDXUPF1JgYHTxaWMlRUEyFcrZW0nlzJOGImA8JHIKxIWPhbOOMm3k3cSr5FPr7G2ndp1ZA9+jOR0UjFG0oOKZGJ+q0dW8LDzsPZBZniiYjZH1XE9gjuQlmkuXmGsOGDcPjjz8u7NU4QGYYhmkeLP8nApcTc4Tzwg8PDUCQuwNKyipUHsV1xcbT8YhMzceBa2m4+4vDiE2XAsV1xyWpxYz+IbAkzzRzk3MTyE8FLK2lIJZkF4c+0tzm/PrKDnU2uhtRGUVAT6mVdV6SeFxvPQ1FZLlFR+uUSmeLBpQ4yC2hKSvb2Oji1QU+Dj5CLy03KMkuzhZdAYnBgYNFh76JrSVXqy3Xt5j8GNQqmwJkR2tHdPPqplFERwGydlGd0CXLkgutpimmQI1VCA6Sm1CQ3Lp1ayGx+Prrr5GZmVk3o2IYhmHqnR3hyVhzOEYsv39vT/i52mNMJ19xe88VZcBmBCm5RUjMltoqG1skKOuOba0sEZWaL7LKpIs+eSNT2KXdWxcFe4ScRfbtDIz+r7R8ag2Qq/QnLisBLm2uvdSCsHUE/LtJy/EnKuUWuVqZ5EylJlll/9awemQ5SKasbGODCtpGBo/UkFwcSTwiZBXt3NuppAp3trtTzKlhiameyfvjJXtbykj/MukX7Ju+T3T92373dizst1DnfWRXi9r4JctyCw6Sm1CQTF7FAwYMEMV7AQEBuPPOO/Hbb7+huLhhq58ZhmGYmkPZ4hc3Sq10Hx7WBqOVwbEqSI5IMWjBKZNTVIrbPjqIiR/uR2a+cT6xp2OzcDU5D/Y2lvj7mWHoEuAqsqvP/3pO/H9sJ1/4ulb68tdJkEwd8cJGA0H9gLIi4Mgn0vrrOwByTnD2B1oPr/3jqUku9GmS5Sy6b6lpemQK/j489aFwezAXcTlxiMuNE407TJUp1KfkgiArODpHZes39aC+p09PIRUhKzsKlGsSJI9oNUK1jlpmk3exPtcJ2eGCXguSa5gKPY+EPOlHkj+de0zTCJKpeceKFSuEo8U///wjbN/mz58PPz8/zJs3r25GyTAMw9QpJ29kID2/RARui2/ppFo/KMwLdtaWSMguEoFsdXx7MFoEfTlFZdh5WZmNrYb1yizybd0D0M7XBRseHYyRHSotReusYE87SCZJw8jF0u0T3wL56ZVSi+73mKfjHQXhcpDsIsktMvJLUFGhUGmz6dgRzvmxJjUS+eLcF/j24rdYdmQZzAVlZYmevj3hbOuMxgi5V5CkIrkgGZczLuNQglS0R81J1CUQU9pOMVlyQbZx1NXPysIKQ4KMz6RTe2py1qCgPDw9HKZCzhwkISE4k9xw1Nh4j0640aNHC9nFzp07RXe777+XKj0ZhmGYpsX+q2liPqKDN2ytK78aqEvdkLZSh7vdEYYlFxTgrT6g9PUFsP1S9Q2mcotK8ce5RI1g2NnOGt/M6YcnRrfFnMGhGKEWMNdZ0R4FybLFG2mHS/OBfcuBK9uk9T2mmecx5Uxy4ll42UvHuaxCgezCUg2pBf1YscqINDqTTJfmZc/e61nXVUVfzVlqIWNvba8a3+oLq5FSkCIK6vr49dHYTtjXwUJIIOiHBDX8MDaLTMV31C3QWCjD3Ne3b439kuXXjwoA6QcA08SC5Pj4ePzvf/9Dr169hPzC2dkZn332mXlHxzAMw9QL+65KNm/qGVyZ0Ubqkr85GIXc4jL4ukgygv3X0kQraUNsPZcgnDTa+jihX6iHar2NlSUWTeyEpVO6CU1ynZB1AyjMBMgRwbeLtI6yyeRuQRz/CigvBrw7Av49qt69KEsEUdRUwmgoK2zvLiQdtunhcHOw0ZBcyEV7ndwrpBbY8n2UgfC/Mf/qfLxVZ1ehpKJS3qLtG1wT1BtyNOYgWd0KTpZSkNyBgmd1SJ88t6vUCObXq7/i9t9vFzZuhmza9t+sKrUwFlmeUhO/ZLZ/a6JBMrWkpsI9KuD74YcfMH36dERGRuLAgQN49NFH62aUDMMwTJ1BhXbkaEHx4bB2Va3GRneUguRTNzJFtlgXpD8mqQWxbEpXtPF2EjrnvdUE1utPKNtN9ze93XStkbPIfl0Ba7UmJR1vrwya5SyyjrEtObwET+x6Aq8dfs14/13aj9yiOv6kquuebAMn27/1dlK6iTj7AXYuYvH1w69j4b6FIguqrg+PzIoUHsDq+lxzBMkX0y6KlsskG+js2RmNGQpiKUssoy+of67fc1hzyxrxfOi5vXfyPdy55U5cTr+sU+N9IlEKcEcEmR4kyw4XxxKOYePVjSbdlxuJNNEg+c0338TAgQNx6tQpXLx4ES+99BJCQxuXbyLDMAxjPAeUUovuQW7w0tHRLtjTEe18nVFeocCB67obi3x1IAr5JeXoGuiKiV39xURsu6hfcnEpIRvn47NFu+mpfYJQ72hLLWQsLYHhaq4F3au6WmQWZeJAvBSIbo3cihUnVhhV2CggOQeRclmteK9EI5Pc2Vap5/ZqL2blFeU4nXJaLG+6vgkfna60qaNlCtLJfeHxXo+LdZQBJt9gc0gtBgUMEi2kGzNkw6buRzw0qFKPrMt5Yt2kdVg2ZJlohR2bG4sndz2J1ALNc5vs2yg7H+gUKLyPTaWjR0fc2vpWlCnK8PqR1/HGkTeMbi6iCpKdOUhuUkEyFeyRzKJnT+WbnGEYhmkWUosR7fVrf2WXC126ZJIKfK+0jnt2XAeREb6lm7/KFYMalBjKIk/o6q8zOK9zEs5K8wAdzR663gUMegIYtxTwCNXZkpiCH9KMEmsvr8UX578w7nE9lQFXRiR8VK2pNeUWraG0f/OW9MiR2ZGiCIxcJojVF1fjh0s/CPcEsj4jDezTfZ4WgRn5BtO2tbEfayp6ZF2SCz9HP4S5hRnclo4XdeLbcucWtHVri5TCFCzYuwDFJK/R0iMPbzW8Rlc56D7LRyzHU72fElnuDVc3YN72eVWCcV1wJrkJBcnUWa+C2nJSP/QLF8RtfRPDMAzTdBDZ4WtKPXJH/UGyLLnYdyVV5cQg89X+KBSUlKNHKzeM7Sxt1yPIDQFu9iK7fOi6lKnW2266fx26Vxgs2jurO5NMUOb0lreBYQt03v3v6L/F/MFuD+LFAS+qdMFy8ZxBZLeK9Ci1hiJScBafKflL+5bEaWSSSfpAUDHaM32eEcsrTq7AC/tfEMt3tbtLBIYUmFFQR8iZ7ppAbZcvpF1otE1EdDG13VQMDxoujo+xQS0V43085mMxP596XmR76YoATbXRI6sH4/N7zMenYz+Fi40LzqaexdStU/H+yfcRlRWl936sSW4cGNVjlIrzkpKS4OvrK5bp5FO/rCTfpnl5ue6MAcMwDNP4uHgzG5kFpXCxs0avYHe92/Vr7SG2IZs4altdXFaO1LwS0QhDbhwiZ5EJ6o5HkgtqTkKSi7Gd/TT297dau2nZPaNeyYgCirMBKzupkYgJUABD7Y2JW9vcKgKZnOIcrDq3CsuPLxcBFzkp6MVTmeXMjoOfo7SYllsifrDEK90t3PKlzDy8pSBZDli7eXfDQ90eEs4MP4b/KDKO5OTwWM/HVLunQPH3a7/j4M2DeAFSEG0qxxOPCwlHG7c2TeaSv7u9O1aNW2Xy/UJcQ7Bi5Ao8tvMxoe3u6NkRAwMGiteZjq05/KEp0KZGJAv2LBDuI2surRET+TdP6zgNk8MmawT2skcyZ5KbQJAcHR0t/JDlZYZhGKZ5sF8ptRjazls4SuiD/kdWbH9dSBSTNkPbeWGUViZaDpJ3XE5GWXkFrNX2L0stpvcLrpt208bqkf27A1aSw4SxbIuWbOH6+PZRZfoe7fkoskuyRSb55YMvCxuyed3m6c5oOvkAti5ASS5CLNNUmeTknCKUlitga6WAdVa0hv2bnEnu7t1d7PP5fs8Ld40/ov4Qjg1+TpU/QkhDTLKMmJwYxObEiiCwuUstags9Tzqm/zvxP1HMNyxomIYHszmgZiYbJm8QGX7SldP8XOo5MZEcQ/5hRc1HUgul9yUHyU0gSFYvzLtx4waGDBkCa2vNu5aVleHw4cNcxMcwDNOE2K+UWhjjRfzirZ1EEZ+jrZUoOCNnBpqTZCDYw7FKQNi/tQc8nWxFs4zj0RkYonTOIJeM4zEZUrvpfsFoEPQV7RmBLLW4rc1tqnX03Bf3Xyxs09ZfWY+Vp1eKjOHrQ14X2UgN6Dh5hQGJ5xBUQZITdxEky3rk3q75sCgsBCxtAHepS9y1zGuqTLJ8Gf+tYW9hbre5ov2yOtT0o7dfb1F4Ri4Xs1xnGXw+5ONLTh0UTA/yH4RBgYNaXJBM3N/5flzJuCKyybq67JkDG0sbjAkZI6a0wjTRIZEKP2mSg2TSLFMWn7b1cmiAqyxMzQv3qIFIRkZVA+7s7GzxP4ZhGKZpQC2kqSW03ESkOihApkD56bHtMXNgiMgU9w31QKiXk85sMGWOxytlFtsuJYnitJc3XcC9XxxWtZv2q6t209WhpkemLO2QX4bg83OfV3u36Oxo0dWNMrUTWk/Q+B8Frq8MegWvDHxFdGj7M+pPPLjtQZFV1ie58Cm5qXK3kIPkPs5pldtYWQt7snJFOXwdfDU0qhSYd/DooLM1MkkujLWC++TMJ6L19KGbh/D+qfdx7x/34mbeTVhbWqvaK7cE6HguGbwEPXwqPbHNHSSrQ84aj/aQrHOPJx1XNTeRi/botdbX9pqpH0w++rL2WJv09HQ4OTmZa1wMwzBMHXP4eprQwVIjj1YeSnGsmZFdLqhIb9SKvfjpWCyo7u/Wbv54667uaBCoED2xMkimIDG3JBc/XvoRRWVFBu/6T/Q/Yk7ZVg/7yuYn6kzvNB1fjf9K+AuTlvi+P+9TySW0HS7ciyTZCWWSZY/kLjYpevXIxiIHyeTzS5lofVCGmqzlKKingjcKCmV5AXkDO9rUzXnRWLG1ssXKUSuFjzJdKQh0DqzTxwt2DUYXry4ic7zzxk6xjp0tmpjcgpg6daqYU4A8d+5c2NlVXj6iYj1ytiAZBsMwDNM02KdqRV1HbZ/pcn07L1HwR0V6RLcgV7x6excMDGvAy8jp14GSPMDGEZcsSlXSgtzSXOyN24tb2tyiN0kkB8nqUgtdDAgYgF9u+wVP7X5K2LfN3TYXv07+VRTCqTtcOORKBXrFZRWioQvRxiJBQ48sB8ndfYz/UUG+vhRkUcBFsgt9GdENVzao7NMe7v6wShNLzgvBLg0khWlgfBx9hHa4vpjYeiLC08OxPWa7KOJjZ4smmEl2c3MTE31IuLi4qG7T5O/vj/nz52Pt2rV1O1qGYRjGLAiLKwOtqM2FnbUVnhnXXgTHK+7pga1PDGvYAFmjaK8Hvrm0RizK2VPShuojPCNcFMORxpg0pcZkCdfetlZcvif/XTnAVpdbWGVGC403cUYpffEvjdfIJMtZaFMyycIKLsiwFRx1lKPCP4KCMxnSwpLDQ0vLIjcUE0Il2Q75WpNOOTGPM8lNLpP83XffiTm1o37++edZWsEwDNOEiUrLx82sQthaW2Jgm7oNWh8eHiamRoMySI7ybYddsbvE8jvD3hHNJCirTIEK6UW1+SdKCnJHthoJJxvjvgOpiO6e9vcID14qBpM74qkaimTHI9DJAtdLIOz1CNeCG9L/vNojvTBd6IPJ/aCrV1eTnib5JVMDC9Il65JK/hX9F/JL8xHiEiIcMZiGoZVLK+FaQlcMSHLRXOQWRRERsHJzg01AQMvRJL/22mscIDMMwzRxwhNyVK2oHZSZzBaDMkherciCAgqMCR6DsaFj0cO7hyiQ+ztKcq9QhyQIulwtjEFu7nEp/ZIIwAVO3oCdK+X00cWhshjeHsWwzbupyiTLWWSSabiQbZwJkH2ZvZW9CLJfO/yacN6QoaBZllpQFpkLxBoWklwQJLloykFyRXExsjZvRsz0GYi+8y5krPkeTZkavSt+++03TJs2DYMGDUKfPn00JoZhGKbxE5maJ+btfJzRoigpABJO46a1Ff7KkgJQWYsrW3Dpklz8G/Ov8K71svdSBb3GQllpKs4iqMGHgLK6npI+uaNcqEeSCntly2IHD8DRs0ZFezIklyC3BgqAyZd30b5FKCmXstXn084jIiMCtpa2mNJ2isn7ZszL+NDxYk5NasjbmvB3bjqaZEV5OVJWrsT1ESOR+OJLKDx3DrC2RkWR4ULYZhckf/zxx3jwwQfh5+eHM2fOYMCAAfDy8kJUVBRuvfXWuhklwzAMY1YiU/PFvK1vC7syGHsYKC/BGp9AlCsqRGc1uSCOuueR7dmVzCvCL1c960rd7YgZnWYIBwRTkQvnZP9ddclFG8tk1aq+Tuk621FTlrsmUOD/wcgPhM54Z+xOPL7rcSGxkLPIVKRIneqYhoVcNEi7Tlc2SiqkHzL+jk0nSM769Vekf/ElyrOzYR0YAJ8Fz6D9nt0IWPo6WlSQvGrVKnz11Vf45JNPYGtri8WLF2PHjh14+umnhVcywzAM0/i5niJlkts2h0xycR6QlwJkxQKpV4HkS0CZFGhUIXIP0iwtsclekpg80v0R1b/Ism1Uq1Fi+Y9IqaCNOJt6VkglKOt6b4d7azREslMjjiQcEdINdYeLoAqlmwWArnaV9m8UnKsyyT6mZ5JlSEpC7ZodrR1xLPEYHtr+kKproHrBHtOwTAyVJBeEh51HkyqczP7jTzH3euQRtNuxA96PPgprZafmFhUkx8bGqqzeHBwckJubK5YfeOAB/PLLL+YfIcMwDGNWKioUiEptJkHywZXAO0HAe+2Bld2Bz/oDnw8BfntQ9/aRe7DWzQXFqBDFUqTbVUeWXFBRm6zhlbPIk9pOqnEHtK7eXeFp74m80jycTTmr4XDhW6rUIAMIU7N/i82NRU5JjgjOO7h3QG2gwrxvJnwjfghQwE/Zyk6enWqcoWbMj3pzmqZk/1aakIDCU6eEhMjj/lmwsGo+NQ4mB8lk9yZ33AsJCcHRo0fFcnR0tPjVyzAMwzRuyNWCfHltrSzRykOyPmuSFOcCBz5Q3rAAyMZNlg5c+RvIlfxmVdDtlEvY6iz9MHio20NVHB/INs3dzl0U2FHWNyEvQeWAMauz4fbOhiBd8LCgYZqSC1VDEaXlm5b9m5xF7uTVCTZWNqgtJCv5/pbv4evoK27f1+k+nc3BmIaBAuPevr3rvWivtrFbzj+S64tjv36w8ZM6bLbYIHnMmDHYulUqaiBt8rPPPovx48dj+vTpuOuuu+pijAzDMEwdFO219nYUraObLGfWAsXZUtONJRnAK0nAizeAVgMARQVwcaPm9lF7kWpliVRrKxG0Dg4cXGWXFIySNlmWXPx8+WfRDY0ysdQCujbIBX+qIFkpt7AvSIQdSB6igHtBjEqTXFs9sr4mI+snrcdHoz/CXe34O7uxMaPjDDHv79+/Xh6vJD4e10aMQMLLL9d4H9l//SXmrrffjhbrkyxDeuQKaukJ4IknnhBFe4cPH8Ydd9yB//znP3UxRoZhGKYOivba+TZhqUV5GXBklbQ8+EnAUi3Y7zENiD8OnN8ADH6icn3kbly2lYru2ri20av5JLeHXyJ+we643aLgjXigywO1HvKQwCGi/XNUdhTic+PRyjlI2MBZFOcgxCIFWQonWJflA2TH5tkGF07U3NmiOrcNY5qhMPXPbWG3iW6NJM2pScBr5eoqJmNJ//oblKemIeevvxGwdCksrE0LC4ujolAcflk4WbhMrJSLNBdMTiFYWlrCWu0gzpgxQzhePPXUU6KQj2EYhmkameQmrUe+vAXIjgUcvYGeUvZNRdepgKU1kHhWKuQj6JJy5B6E20nfU7Ilmy7of2FuYaJLHmmIW7u2VkklaoOrrSt6+fYSy9TgQ7KBk3TJ7a1T0NVW6XLhHopSC0tczrgsbpJ2mmk50I8YU32ri6OiEXXb7Yh7TNmsxgjKUlORvWmTWFYUFaE4Msrkseb8KWWRnYYOgbWHB5obRv1kOH/+vNE77NGDiwAYhmEaM03e2YIC3sOfSssDHgFstHTVTl5A27HAte3AhQ3AmFckx4v8FIT7S5rJzl6d9e6edLpUwPfR6Y9UWmRzNdsgKzjywiXJBWmCRZCceBYvDbQB7OyBQ5Ie+VrWNeGCQQ1Egl2CzfLYTPMld/s2KEpKRAEd2bBRp7vqyPjhR3EfmaKLF2HfsYNJWuYcpdTCrRlKLYwOknv16iU+NKoTd9M25eXl5hobwzAMUwc0eWeLG4dFQxBY2wP9pUYgVSDJhQiSfwVGvwxE7RGrLzuQL3QZOnvqD5KJSWGT8NX5r4Rt2h1t7zDb0MkK7sNTH+JE0gkUlhXCQalLDlYkAhW5Kj0yNfogaJxcXMdUR+5u6fwmCi9chPOwoQa3L8/NRabSkcyufTsUX7uOokuXgLunGv2YRZfCUXLjBizs7eE8ZixabJBMzhUMwzBM0yeroARpeVL2KMyniTYSOfyJNO95n9TeWRcdbwVsnIDMGCD+hNAjZ1haIgmSrRvZn1XnNPDr5F9hZ2VnVr9aKpwj5wJqPUyB8gilwwUyoiR3DsK7HS6nXzZqnAxTmpyCoguSfp0oPHe22iA5c906VOTlwbZdW3jN/w8SFi1C4SWpUNRYcpRZZOfRo2Dl3EQ/S8wRJIeGhtb9SBiGYZh6K9oLcLOHk53JtdsNT9o14CpZTlloFuVpY+sEdJ4EnF8PnPlRZJ8jlHrkUNdQONtWn0Wn7cwNZYXJZm7D1Q04mngUI/xGSv9IpyDZtjKTfFnKDHKQzFRH3t69GrdFS2gDVBQXI+OHH8Sy10MPw6G7VBhaHHEFitJSWNhUbzeoqKhQWb81V6kFYfIn5A/KA6uP2bNn12Y8DMMwTB3S5Iv2jii1yB1vE9pdg3SfJgXJp6kZiALhnkFidRdP/UV79QH5FVOQHJ4eDnSZJ63MiZdcLehSuGcb0RqbqE4WwjB5u3eLufO4scjbuQtF584Leaw+mU725i3C0cI6IABut98mnCksnZ1FZrk4MhL2nar/YVZw4iTKkpJg6eICpxFSN8nmiMlB8jPPPKNxu7S0FAUFBcLZwtHRkYNkhmGYJhEkN8HLo3mpwFllZ9chT1a/fdgowMkHyE8VN8PdfIGydINFe/WB7KxBuuMKBw9Y2rlJfs/k7WzrjFhFidArk9SjtVvrBh0r07ipKChA/pEjYtn7sceQv/+AKNwrvXEDtq2rnjuK8nKkf7taLHs9OBcWSlcy+65dUXDsmNAlGwqSFSUlyPhxLdJWSfaLLuPHw7IZO5uZXK6bmZmpMeXl5eHKlSsYNmwYt6VmGIZp5EQqnS2anEdyWTHwz2KgvBgI6guEVG0EUgUra6Db3aqbly0lj/+GDpLJXs7eyh75pfm4kRsrPJFVeLVDhDKLTM1LrMnKjmH0QAEyBa42rVrBvksXMRGFelzJcnfsROmNWOF+4X7PPar1FCSL+13Ur0vOO3gIUVPuRMqKFajIz4d99+7weeZpNGfM4mnTvn17LF++vEqWmWEYhmmcmuQmJbegdtJrbgcu/S5JEkb9V/IYNgaSXNAlZksLxJdkNgoJAwW+HTwlqy0huVA6XAi826v8kVmPzFRHriy1GDNayCscevYUtwvP6tYlZ65dK+buM++DpWNlQapDt64qxwpdJL3xJuIefhgl0dGw8vREwFtvovX6dc2uDbU2ZutHSg1GEhISzLU7hmEYxswUl5UjNqNALLdtKpnkm6eAr0ZJDhX2bsCs34D244y/f1AfYNzruDJigXTTOQhuJG9oYGRdtAiSZYcLuWgvPaJRZLyZxg1JJ/L2SEV7LmOkDooOvXrqLd4runIFBSdPAlZW8Jih2YBHziQXR0SI4j11iq9fR+ZPP4kfpp5zZqPttn/gfvfdsFDvctlMMfk6ztatWzVukzg8MTERn376KYYONWw5wjAMwzQcsekFKK9QwNnOGr4udmj0XPgN2Py4JLHw7gjc94tm1tUYKOM87FmEX1wD3DDcaa8+kcchgmT/yna+Cq+2iLj0V6PIeDONG5JUlGdkiOI5x759xToHZUM3CogriopgaW+v2j7zp59VOmLtDLBNSIjYT0VurgiK7TtXnnukQRb3GzcWfi+9hJaEyUHynXfeqXGb0vs+Pj4YM2YM3n//fXOOjWEYhqmjor1G36Aiej/w+3xKlwEdbgWmfgXYu9Z4d+EZ4Y0q8JSDZJJWVHT5j+qybrKzFzKLM2FlYYX2HtW4dzAtmjxlAxHnESNUtm3WgYGw8vEW7hVF4eFw7NNHrC/PyUH2H3+IZc9ZM6vsiz4PRPHe0aNClywHyeXZ2cjeskUsezzwAFoaJufKKyoqNCbqsJeUlISff/4ZAQEBdTNKhmEYpn7bUZeXAdteAr4eCxRkoF7Jjgd+nSsFyKQpnvFzrQJkQm7O0VgkDNRUhNwrqHgv1s5B0lpb2iACxeL/bdzaiP8zjD5y91TqkWWELrmHLLmoLN7L3rQJisJC2HXoAId+/XTur1KXfEm1Luu336AoKoJdx45w7N8fLY3mLyhhGIZhNIv2qtMjlxYBv84Bjq4Cbp4ELm0y7YGSw4GEMzUbJD32+vuBgnTAvwdwx8dALbWPwkUi50ajyiRT8V5Hj45iOTz/JjD1a+Ceb3E5J7pRjZNpnFA76JLrkcLj2Hn4cI3/qYr3lLpkavyR8bMktfCYOVPvVSRZl1x0UQqSFWVlyCAtMmWfZz/Q+K8+NQa5BWmQf/vtN+zZswcpKSkim6zO77//bs7xMQzDMPXZSKQoB1g3E4g5ULnu+k6g/0PGPQhlnVePlyzbnjoJeJjg86tQAH8vlAJsBw9g+lrARtmquRaQH7ECCvg5+sHLwQuNBcpqn087L3TJt/V/XqyL2C25RLGzBWOI3F1SFtmxXz9YubrqDpLPS0Fy/qFDwvaNNMdukyfp3aeqeO/KFWErl7t3L8oSEmHl7g7XZtxVz6xB8oIFC/Dll19i9OjR8PPza5G/LBiGYZoalOCo9Eh20t+s46e7gcRzgK0LMPolYPt/gah9UtBrbcTl/1PfASXS4+Dkt8D4ZcYPkrY/s1aSHtzzLeBhXFvokvISRGdH42rmVTHF5MSgr29fzOoyCzaWNo1OaiHT1aurhl5aDugb41iZxkXO9m1i7jJhvG7ZhKWlCHBLk1OQuVbKBrtPvQuWTvqbCNkEB8PS1RUVOTkounYNmcqCPffp0zUKAFsSJgfJP/74o8gW33bbbXUzIoZhGMbsJOcUI7+kHFaWFgjx1PFFSVcFf7wLSL4AOHoD928EAnoChz4C8pKBG4eBtpXaR52UlwLHv668ffoHYNRLxmWDky8B/7wgLY9dArSVLK2qY13EOvzvxP9QWqFpW7U3bi+2RG7Ba4NfU/kON3Q7ar3Fe+mXUaGoQG5JLhLyJSvVjp6SFINhtClNSBCtp8m5xXV81SCZAmG79u1FRjjnr7+Qt3+/WO9x330G9ysV73VBwZGjyN64EQUnTkh2cfdp2sW1JEwWerm5uSEsLKxuRsMwDMPUqdQi1NMRttY6PvopOKbJxgmYtx0I7CXZp7UbVym5qI7wLUBuIuDkC7iHAIWZwMWN1d+vohzY+jRAgS45WQyVPI2r43Tyabxz/B0RILvYuqCvX1/M7DQTT/V+Ch52HriedR2z/5mNHTd2NMrsbJh7GGwtbZFXmoe43DhVFpm8nF1ta1eoyDRfcv79V8zJ9s3ax0fnNrIVXOqnnwoZk9OwYTrbVFe5X7duYp75yzoxd504ATb+/mipmBwkv/7661i6dCkKCwvrZkQMwzBMnTlbhOnTI5PlGtF6GODdrnK9HCRfkwJNg3riI59JywMeAfo/LC0f+1L6X3UyCyoQJInHpA+M6qaXVZSFxfsXiwzspLBJODTjENbcsgYvDXwJ83vMx5Y7t2BK2ylCi1xYVtgoi+FICiJnjEmXrJJaNLJxMo2L3G3bxdzlllv0biM3FVEUSM2DPHTYvhnSJcvvWY/7W57tW63kFtOmTcMvv/wCX19ftG7dGjZKbz6Z06dPm3N8DMMwjBbUEIRkEzUq2tOnRybdMdFmhOZ6kliQRjjtCpAVK2WIdRF3HEg4DZBtWd8HAUsrYM/bQNJ5qVte8ADd98u+CexcKi2Pew1wDTRKX/3q4VeRXJCMUNdQvDLolSr1MR72Hnhz2Ju4o+0dWHFyhSja83X0RWODJBcX0i6IIDm1MFWs46I9Rh+lSUkoPHtW/JCkpiD6kIv3CJugIOGlbAz2ykyyvOzQuxdaMiYHyXPmzMGpU6dw//33c+EewzBMPfP76Xg8t+EcvnygLyZ29TePswVpiUlzrCtIJpeJVgOAuKNSNlmfywXZxRE97gWclZeAu98jFeId/0p/kPzPYqAkF4pW/bHLNxQ+qefQ06fyC14XP0f8LDTHlIldMWIFnEgioocBAQPw6+Rf0VhR77yXXpjeKGUhTOMhVym1cOjTBzZ++n/02YaFwdLZGRV5efCYeR8srKyM2j8F1ORmUZ6VBc8H7m/xMZ7JQfJff/2F7du3Y9iwYXUzIoZhGEYvm87cFPMtZ2+aFiSnSB7J7XR5JN88DZTmAw6egF9lJklF+3FSkKzPCo4yzJe3SssDH6tc3/8RKUi+tBmY8BbgotkKF5f/ACL+BCytsbP/LDy3b6HoNLd8+HLc0kb3pWQKJt8/KXV3XdhvYYMGlHkHDiBr4+/we+nFKm1+TQ2SL6VfUslCmmomuTQxEcVXr8Laz08K0mxtG3pIzY4cpdSCtMKGsLC0hM9TTyL/2HG4T5tm9P4pKA54600UXQpvsbZvtQqSg4OD4arlyccwDMPUPRUVCpyNzRLLp25kCtmBMZmeuIwCJOUUieW23s769chthutu3NFuPLD7Tf1WcJQpVlRIWWh/tSCbiv+CBwJxx4DT3wMjF1f+rygb+HuRtDjkSbx3TSoUKleU48UDL4pl7UA5ryQPi/YtEoV6Y4LHiCK9hqI8NxcJi19AeWam6E7Y6pNParSftm5tRUacGp4Qnvae8HHQXYzV2KgoKEDW75tQePoUCk6fQVlSUuU/raxgGxoqXBZcb7ut2qCOqZ7S5GQUKiWtLhOqP56ec+aIyVRcxo4VE1ODwr33338fixcvRkxMTN2MiGEYhtHJtZQ85BaXqSzdbmYZV0D9/WHp83poOy+4OWrWkQii9eiRZajzHTlWUCAXe0Tzf6lXgVM/SMuDnqh63wHzpfmJ1cDVf4GUCKAkH9i1THLC8AzDd57ewvqMdMOkIaZA+YUDL2BbtOQFm1GUgc/PfY5JmyYhNjcWAU4BWDZ0mdkuBSvKy5G1cSNKb0pZemNI//obKUCmS+A7diL/sFKuYiI2Vjbo4NFBdZuK9prCJW76gRb/5FNIfvNN5Pz9jxQgU2Dcrq3w2kV5OUqiopC7fTtuPvOMaG/M1I7cf6XiWYfevVu040SjziSTFrmgoABt27aFo6NjlcK9jIwMc46PYRiGUULZY+3brTwcDd4nr7gM60/EieWHhrWpukFpoZTpJdqM1L0Tyi63Hw+c/UnSJYeNkmzbSIe86w2gvBjw6QS015Hd6nyHFGDnJQE/31vl34njluDb02+r5BMTW0+EpYUlNl/fLALl7THbsT9+P0oqSsQ2FEi/P/J9uNm5wVxk/f47kl5dAscBAxD6w/dG+dRmfC9tZ9+9O4ouXEDS228jbNMmWGh9JxoruSC5RVOSWuTt3St+GFjY2sL7sUfh0LsPHHp0h6Wjowigy1JSUXztGnK3b0PWr78hcclrsHR2gestExt66E2/gQhn5RtvkLxy5cq6GQnDMAxjkNOxUpBsY2WB0nIFTt/IxJReQQbv8+vJOJF9DvNxwqgOOgp9KEAuLwFcAgEvNes3bcgKjoJk0iX3mwdsfqwyuG47FrjjE91SDWtbYOqXUiY564akXyapBdFnDj5IPYyi8iL08e2DW1rfIrKoS4dIbhcUKO+MlfyZu3l1wwNdHsD41uOFPMGc5O6QMnTUPKEsPR3WXoZbV6d+9BEUxcVw7N8frT79BJETb0HJ9UjhLes5+4Ea65KJTl6NP0hWlJYiZcV7Ytlzzmx4P/ZYFV0rFZXR5DR0iHBHydqwATcXLRKNLpyHc02TqZSmpKDwlCS1cJ3IPzQatbsFwzAM03BB8h09g7DxdDxOKW8bsor77pAktXhwaBtY6rKNU7d+M3SZX7aCS40APh8ClBVJvsYT3wL6zK7mvmM0O+gVZgH5aThZmoFt/z4EC1jgxQEvqmQGlEmmQJks2xLzEnFvx3vRy6dXncgQKvLzRYcxgUKB3N274XFv1Yy3auiXLiF7i1Sk6Lt4Mazc3OCzYAGSXn9dNG5wnXQ7rD09axwkNwWP5MxffxVSCisPD3jNV8pp9ECvmf9rS1CRlytkGfFPPYWQb1fDsU8fg/dTlJSILDWj9kNOoRDWbjYBAQ09nBaDyZrk2NhYgxPDMAxjfjLzSxCVKhV3PTxckk1cTsxFvlKjrItdl5MRm1EANwcb3N1HT8ZZVbRXjY+qbAVHUIBM0ozHDwN951QJkLOLs4WOWP++3FHu2QbLT/xP3Ly7w91VXCooUKbOeW8Pfxu9fXvXmU437/BhkRmVyd2pv7MgyQhS3pXG7Dp5Mhy6S0WK7vfeA7vOnVGRk4PUjz42eQztPdqLQJl+CAS7BKMxQwWLaZ98Kpa9n3wCVi4u1d6H7McCly+H04jhUBQVIe4/jyL/6FFUFEnFpDKkCU//9jtET5+OiB49kfqx6ceyuVJw4qSYO48xrl0700CZZGogYujDqry8vLZjYhiGMTuFJeVY9ucljOvsh7Gda2bX1ZCciZOyxmHeTugc4IogdwdRuHcuLgtD2nnrvM/qg9Fift+AEDja6vi4J9kDNQAxJkgmhjwJ7MoEBs4H+j2kM3tcUl6CaX9MQ25pLjZM2oBWLq107mrjtY24knkFLjYuIhhuKPJ27xFzp6FDkX/oEAoOH0F5Xh6snJ116nALjh8XGU7fBc9oBIH+L/8XN+5/QMgKPGZMh31n4zPCJB9ZP2k9mgLpX30lChZt27SBhynWYra2aPXRR4h9+BEUnjqF2LkPivPHplUr2IWFoSwzE0Xnz2vcJ+3zL+A4aBCcBujx2G5BlMTeEHNyC2EacSb5zJkzoquePB07dgxffPEFOnTogF9/bbyG7QzDtGzIV/iX43FY+kc4GiPZhaUY/d5ePPrjKZGx1Ob0Dcn6rU+oh8Zcu5hP5uLNbByLzoC1pQXmDAnV/aA3jkjWbZ5hgLsRGczOk4Enj0stp/UkS/bF7xNOFbkluVh6ZKnO50KZ5k/OSJZpj/d6XNieNQTkapG3T5KbeD3yMGxbtxZZZXmdxrYKBVI/+FClw6WmC+o49usnrM7oknjCS/9F3sFDYv/NiZL4m8j4XnIy8V20yOQiRUsHBwR/8TlcJk6EpZubOFalcXHieIsA2cJC6Lz9Xn0FblPuEP9PfPEl8aOlJUPnXmmsVHxrG9K4rzSgpQfJPXv21Jj69euHRx55BO+99x4+rodLI5999pnIZtvb22PgwIE4fvy43m3XrFkjst7qE92PYZiWBwWMBMkPEoy0TqtP9l9NRXRaPrZdSsK2i2p+s1p65D4hUnDcN8RdzPXpkr89JGWRb+segAA3B90PasD67XL6ZTy1+ynM+msWMosMa5/V2Xp9a2UTvsSjovhOO9P8/L7nkVWcJTyCp3eajoai8Nx5lGdkwNLFBY59+8Jl/Di9kgsK4sitwcLeHl6PPKJzf76LnheFacUREYh7+GFcHzsOKStXouSGlAWsaygbm/DCi8jdu7dO9p+6cqXQCjsOHAjn0aNqtA+SZ7T6aCU6HD2C9gcPIOT774Vm2X/ZUrTfvw+hP/4Az1mz4PfqEpFlJieR5HfeQUuGMvfUOU9k3oM5SG7UQbI+OnbsiBMnTqAuWb9+PZ577jm89tprIotNQfrEiRORkpKi9z7U+CQxMVE13ainDyuGYRpXJuZolNTylzgWXbncWDiuDOKJ5dsiUFJWobpdVl6Bs3FyJlkKjvuGStlXcrigJiPq0I+AP84l6Ld9q6JHrrR+i8qOwsK9CzHtz2mi9fP5tPPChs0Y0grTcODmAbF8d/u7xXzFyRVILUgVy+UVUqMQCp4drB3w1rC3zO5UYQp5e3aLufOIESIr6jJ+vLidv28/KoqLNbbN2rRJzF0mjIeVnoZaVFDV+tdf4TFrlsiUkndw+hdfCveLGw8+iPJspatHHZH89jvI3rIFKe8sN/u+C8+fR86ff4pAze+FxbXWiNP9rb294TRwADzuu09IN6x9KpuoWDk7IXD5O+Lxsjf+LgoqWyryjyxrf39Y2mk18mEaV5Cck5OjMWVnZyMiIgKvvPIK2texVuaDDz4QWesHH3wQXbp0ETIP8mr+9ttvDVfW+vurJr8atg5lGKbpEpdRiMTsyiKhY1EZjTZIptjjRnoBfjxa+YP+SnIuCkrK4Wxnjfa+UqFUpwAXONhYIaeoDJGplZejKWB+YeN5YRE3sI0negZLQXUV8tOA5IvScuvhYvbpmU9x15a78O+Nf4XjRGvX1mL9oYRDRj2Hv6P+Fo1Aenj3wCuDXkFXr65CdvHm0TfFD5U3j72JHTd2iMD4o9Efoat3VzQkuXskPbLzmNFibt+tm2ipTJ3k8o9UNk2hgJmcGQj3u+4yuE+7sDbwf/UVkRUN+vADOA0bJl5UctDI+UfaR11A7Ydz/vhDFVSRNMKcpLwntQJ3mzIF9l0q3TjqEpKweM57UCwnvroEZS20DwNJUghbziI3/iDZ3d0dHh4eqsnT01MErEeOHMHnn39eN6OkN31JCU6dOoVx46TLYYSlpaW4TY+tj7y8PISGhop22lOmTMGlS5Jhuz6K6cNQ64cAwzBNm6PKzLGttaWG9KIxOVdQIEw8P6GjmH+86xqyCqQGGqeVrah7h7jDSmnjZmNliZ7BblV0yT8cicGBa2mwt7HE21O763/Qm6ekOTUBcfYRWeAvz3+JCkUFRgePxm93/IblI6SM5PHE4ygtr3SA0MeWyC1iPqXdFFhbWgsbN2sLa+yO241Hdz6K367+Jlwr3h3xLgYHDkZDUhIbK7yNYW0N5+HSjwQLS0tVO151yUXe7t3CucI6IEBIDYyBMn6ut96KkG++hvcTUifCfNlqzsyQBCJp2TKNdVSEaC5Kk5JEwSIF+z7PPI36xOeZZ0SxWnl6Om7Muh9pX30tXruWRMkN6fnahoY09FBaHCYHybt379aY9u7di/DwcERGRmLw4Lr70EtLSxPOGdqZYLqdpN4vXksCQlnmLVu2YO3ataioqMCQIUMQHx+v93HeeecduLm5qSYKrhmGadrImePp/YJFppa0v8k5mvZTDcmJGGl87Xyd8ejItujo5yIK+T7dfV0lqSB6K/XIMrI+WQ6Sr6fk4p1/IsTyy7d1Rlufqg4NKlKUBYx+UjY3PF26HeYWho/HfCxaJZNnLxXVFZQV4FzqOYPPISIjAlczr8LW0lZ0zSM6enbEwz0eFsuHE6S2za8OehXjQyVZQ0OSp8wiU7ZSXT4h65Lzdu1WFd7JUgsqJqNA2lSchgwR84KjR6GoqJTRmIuMH35ASWQkrDw94ansZZB/8KDZ9p+3T5LlNIRHr6WtLQJX/E/oxkuio5H6wQeInDAR0VPvRs7ff6MlUBInBck2IRwk1zcmv9tHjRqFkSNHqqbhw4ejU6dOsLY22U2uzqGgffbs2ejVq5cY6++//w4fHx98+eWXeu/z0ksvCQmJPMUpL3MwDNN0kfXI47r4oUuAFBCpa5Qbi9RiQBtPkSn+7+2Sfdj3R2JwIz1frWhPUzrRV3a4iM1EaXkFnl1/DsVlFRjRwQf3D9LjaCGTIgXT8OmsESSrN7agrO+ggEEaQa4+tlyXssijQ0ZrtIx+pPsjwgeYeLr307inwz1oDOQqrd9ctArQRNDs5iaKpQpOnUJpcgryD0pZWfc776zRY5GfMrVrJk1y0eXLMCeliYlI/WyVynHC9fbbxDL5ECvK9Htom4Ls9uE8Sk/b8jrGvlMntP13O/zfWCb94LCyQlF4OG4+txDFUVF670c/SKjoL+0L/d/5TYFSOZMczEFyow+SKdOqSwNM6959913UFd7e3rCyskJycrLGerpNWmNjsLGxQe/evXH9upSd0YUdXSJzddWYGIZpusRnFgg/YQo++4V6YFCYV6OTXBxXZpJJQ0yM7OCD4e29ha74pd8vCI2yrkyyfJuajCz7IxwXbmaLxiEr7ulRfWFVqjJY8+2scrPQDpKJIYFDqtUlkxTjr6i/xPKUtlM0/mdrZYu1t67Fb5N/wyM9dLtC1DcUrBacVDZnGC3pkWWogE9eR5KLnD+2ktAbDn36CIu4mkD7dFR6/VI2uaYUR0Yi7fPPkf3HnyiKiEBFSYko1lMUFsKhb1+43TkF9l27iiC/IjcXhecvoLaQHlvWZzuPbJggmbAmiee994pufe0P7Bf+yUTmunV670OvMVnWkSvH/9k7C+iori4K72Ti7p4Qgru7S4EixQuUGi20WF3+ursbdVraYi0Uh+Lu7k6AuLvb/OucO28yk0zcJuF+a82al8m4nnfuPntnXb2K+ooiL5Fyi3pQJFMXljrHRWnTpg0P0tUUFhYW6NKlC3bs2KE9jeQT9Hd5ZR4k1zh37hy8ZaSjRHLHSS3a+TrC1tJMW4geMZJOclp2HnsaK51khVdHtQLJjw/eEPezmYcdF8C6uNhaIMjdlreVQb/3x7eFp0MZVpcF+UDsFb0i+WLCRYOxyEqRTEV0SSl65GiRmJ0IN2s3g1pjG3Mbll4YC2n79tMPAiybNYWFgSVsXSu4pNXCws5xfOW6yAq2vURRl36w5Bmasoh8401O9It44QXcHDceVzp1FnHFFGbyxhvC6lSlgk3vXtUmucg4eoyLcBpotDTw218XUOy3q2agL3nNWhRkGrZ0TN1WqCtP/Gsx6iOUcEirGoS57CQbf5FM+l9DRSbJGMhirSYh+7dffvkFf/zxBy5duoQ5c+YgPT2d3S4IklaQXELhnXfewdatWxEcHMyWcffffz9bwM2cKTRyEomk4aPIKnoEuWgLUWqy3ohNR2yqvs1XXUB6YnJwC3Cx0fMzbunlgMld/Ivpj4vSRef0cR19MLq9T9k3mnhLREubWQHOgVz8RqWL2Y6i8dDuNu6sT1ZDjcMRh0uVWowJGsMDe8YODeIRdgP1u8gKlL5nYm2NvIhI1vqSN7LDiBFVuk0bTTOHJBzUAa4o5LiReeaMVhtsSqucGs20y8MPwapFc+157fr0qbbhPUoZ1Nrk1VA0eGUg1xDyUaaBSkPaZHJT4R0IDcnr17OPdH3tIqtcXdkWT2LkRTINsh0w8MGj03x8yvHlXAWmTJnCoSVvvPEG64xPnz6NzZs3a4f5QkJC9Ar1xMREtoxr1aoVRo4cyU4VBw8eZDcOiURyZ6DIKno2FjILJxsLHowT/6v7brLS0dbtIis8N6w527zp+iMXpYdGPuLtaIW3x7Yt343GavTIbs0BU5VWakGWb7bmxX+I+/j0KVFyEZYahr3hYrDrnib3wNih4on0ukRJgRimVlZaxwvCfuhQDsGoCuTQoHJzgzorC5mnTlf48pmnTwN5eTDz8Ubg38vR/MhhNN2zG4Er/oHHc88VK/L5MufOVcmbmZ6rutYjlwQNUFL8N5G4dFmx/2edP88+1SY2NrBs3pyf96SVK1HfyFWkFnJor34UyVR0Pv300/j999+5K0sH0iM/88wz/L+aZv78+XybZNVGkdiUuqdAThuUsqfw5Zdfas9LHfCNGzeyJlkikdwZRCZncsIeyRa6BhZ2XLW6ZCPwS9Yd2iuKh4MVvri3AyZ08sWYDoabENQ9fnNMayyZ2aOYHKNMZwtFj5xwyWAXWaG3r5BcHIo4pBczTfHS83bMQ15BHjp7dEZT56YwdvIiIzllj6zfSL9bEorkojqkFgR1YW01Otr0wxWXXKRrwrposFC5PnNPT1i3a1fMcYMcKCyaNGEtta7fc0XJCQ5GblgYa6qV+25MOE6YwPct68IF3iHQJXXrVj62G9AfLg8/rC2mq2uY0RD5SUmI/30RW+ZVFzkyjrp+FckvvPACHn30UcydOxdBQUF8eOKJJ/Dkk0/qSR0kEkn1cfB6HEZ+vQ9vr7/ALgaS8qEUwW19HWFvVVhA9tRIL+q6k5yVm48zYcIDWdFKF+Xudt74YkpH2FgYljGYqUwxo09jBJVm91ais0VLfWcLF8OrbFQAU0JebGYs27wp8dJP73qaE/o8bTzxSf9PUB/I1HjlU2e3tPQyu4EDOeHMsnWraisQbRXJRSV0yZnHxKChTbdu5Tq/Xd+qSy7SdosuMg0dUty2sUHaZHuNDCZxWeEAH+3IpWiKZIe77mLHD7LHox2k1O2Fc03VSX5aOkJmzkLMxx8j5pNPq+16c0LErIG0f6snRTLtvZKLRWxsLA4fPowzZ84gISGBJRASiaR6yS9Q46vtVzF94RFcjEzB7wdu4ZFFx5CSVXawQ3khb90TBqKNFTJy8rBw/028tuYcD5nVSz1ykQK0u0Z6cTU6DfFpdadLPhWSxA4Wng6WrEmuNRS5hUfrEu3fijpUdPXsqtdNfuPgGzgefZzlGQuGLICnbf1IM6WuI2HVpnTZHckrmmzZjMDly3kYrjpQhvcyz5/ngayKOExQLLRuJ7nM29JILtL2H9Dr/lcErdSiDl0tyoIirQnSJSvSkuxr19g2jTvg/QfwzpDTlHv5fwl//VXt94E05mHz57PEg0jbuxfq3NzqtX8LKMPSUVIjVHrCws7ODt3KuUcrkUgqDg2VPf33KRy4Lgq9u1p7Yv+1OE5Tm/TDQfz2cDf4OVetsKKid/yCg0jNzuMi7d6ufpjUxR9ejlb8P0pvW7jvJuLTxaARDZbNG2T8S+rF9MgaeYWuK0RzTzsukknuQN3aykKhJE8sO4W0rDzYWKhgbaGClbmKt/MK1EhIy0FiRg4/h/aWZnhvfFv0buJWRGrhWntDUfl5QJzGDsujJUsmwtNEhHFL15LdC8jlglwsSJeckpPClm8qExW+GPCFUTlXlEXWBbFDYF2K1EKhtE5zZTD38YFFo0YcG51x7BjsBw8u1+Wyzp7lVD2Vu1u5beio40xFInVPKYTDMiioxPNSEZ195QosmzThyxBUxGecPGmUemRdrDt1hGWLFnz/k9es4TAVZWCPdhSUYTfnqdMQ/8uvyDxxglcTyvP6lweSb0Q89zxb+5EXNsl4aJgw48RJ2PYsXzpjaeQokdRSblEnVDw6SCKR1DgHb8Rh5Df7uECmwa3PJ3fALw92xYrZveBhb8nF3bgFB3EmVCzVGyI0IQNvrbvAxyVxMSKFC2SCtLufbb2K3h/twP2/HkHfj3fik81XRHFnJfanV54Iq3RXqraJScniZD2qPbsGFpcyVJdf8qqT4VzsUqf/+O1E3onZdjEaa09HYOPZSBwKjsflqFTe6QmOS8fDvx3D5vNCs3j0luFOd42SEAzk5wA0oOcYoO0i+9v7w8GiZF94RZd8NOoofjn3C2+/2etN7en1AXrvFnaSq6dIqig2ihVcBSKqdfXI5d2ZMrW2hnXXLmVawdFzEvnaa2wpd+u+6cgNDy+UaeTlwaJxY6MeGqPnw3naVK3kQrhaCOs3+2HDtOcz9/SAw/Dh1WoHx8/dW29xUU47F34LvtPGmiuuIFWhICsLeZpsCCm3qBtkkSyRGBmbzkVykUpFFXU71z/RBxO7+Gm1tWvm9UFLL3vEpWXjgYVHDMYrk0xj/tKTWHTwFn7eW3Ii1YUIsTxJwRWfTe6AboHObEe2/3ockjJyEeRmy4Nj+/83mDujVHQq6W/GzmFN8UsJe4YG2npoJBdVTd47rgkCub9nAH68vzO+nNIBH4xvh9dHt8Ybo1vj66kd8dej3bHhib4Y3sYTOfkFmLvkBPsan7xduh65RlBCRNxbAKam2qG9kqQWCo0dGsPb1hsFaqGJf6z9YxjfbDzqE+R2wEN7KhV3H+sC215ipyL9UOkJhrpkHq+YHlnBrm9fPk4rpUiO/+lnJP+7irezzp1D8ISJSN21S6tHNmaphYLD6DHcxc25dQtJ/6xA9uXL/BoXdS9xeeB+Pk7ZuLHKyYfUQY757DMkr/yXP0c+n3/GmnPl+aqOIjlX00Umuz+Vk2F3G0nNYvyGlnc6abFAWjTgVU5rJ0m9Ji+/AB/+d4kL1bEdffDRhPa8fK+Lj5M1Vs7pjWk/H+aEtdfXnMdPD3TR6zCRTOJMmCiAr0SnltpJVpLbJnUhqYUfbsSmYeuFaJZfjGjrxUl1xN1tvfHvyTDuJndpVItFXSU5qhnKU4rhoihuEvT8JGXksDVcRSEdN0VCEyRT6ehf+g/Zgvs649XV5/H38VB+3RTpR1OPCgzdVZUY/aQ9pZNcNESkKPT+GhIwBIsvLcbooNGY33E+6htKF9myadNql1KUF9se3enJRM71Gxx5TR3O0iBta4bGMq68emTtbVGR/OlnyDhyFElr1sBx1CitnIJI3rCR0+gItyfmI23PXpZ2hM2ZCxMLC6OXWiiQpMJh7D1IWracY6gJm+7dOKVPF+uOHWHbuxcHuoQ8PAMBv/8Gq3JawpLsIW3XLmRdvsJFePb16yyBIbzfeRsOmq61LQ1MmplxwU6HyqY08m0q9m/+/kblUX0nITvJxs6yqcBP/YBEMeEqadisOxOB0IRMuNpa4MMJ7YoVyAp2lmb4dHJ7mJmaYOvFaPynWb4nKIL50y1XdAbz0kq8vQuaIpm6rQpN3O0wZ2ATjGrvrS2QCSqgiQ1nIpGZI0IMjBmKaiba+hqWELjbW6KJuy1IPUKSi+SMXHYR+WVvML7YdpV3NKirTz7Ghrr1fBtxadxxtzI3RRufsiPsyYnio4ntMHtAE+1p1L2v1R/AmPLFURviiU5PYOGwhXivz3v18kc7s46lFgR1BJXCLKMcVnBU2FPiHV2OivuKQP7AVm3bQp2djciXXsaNu0ci8e9/eNCMQk0iNY5ULjNmwH3ePAQu/gvODzzAp1EBSI4WNp07oz5AmmOC/JAJ+7vuMng+36+/5jAWGvK7PeMRZF3U2CGWAj0Xt6ffzxHgyatW8WX4+bGzg+frr8Fp0iTteVV2drDp1lVv8LGy5ChDezKOus6QnWRjh37QaHkz7hrgLKdbKwN1S8MSMzCsjReMGZJILNh1nbcf7de4RMsv3US2uQOb4Jud1/HG2gvo3cSVZQVvrDmPjJx8dPBz5G5yQnoOOzi42ul3znLyCnAtRnSZy1PgkSTAz9kaYYmZ2HoxCmM7+sKYiUgSUbW+ToUpdoZ0yZS898zfp/k5KwnaV1g3vy/LXXQ5dkt0kTv4OcFcVb6eAxWXL93dEm52FvhxTzDu7VrLAzmKs4V7K6TmpCIkNaRcnWQlXrq7d3fUV8rrbFHT2PTswfcl4+QpOI4dWy49MumLi/ohl+e9FrBoEZKWLxP+vWFhiHrzTcR9/z0Xk9SlJj9ojxeeF+e3sIDXq6/ApksXRL3/HpzGT9B2lI0dShy07tKFB/MI+yGFPtdFXUv8F/6K0EdncoIhFcoBvy0sdZCP4snzYmKgcnZmNw3Lli1g1bIlJ/4Zek3sBw5ExqHDSN29mwcJK0tOqPhsyjjqukN2ko2Z7DQgV3TDWHIhqTA7L0dj3PcH8NhfJ7TJZsYKDXNRweZgZYYHepZvh2je4Ka8VE/65Pc2XuKO8o7LMTBXmbDGmIrakrrJVCCT/RjdnnK+0jA1NcGEzqKbTJILY4YGaiKSs7TylJIY2EIsdSsFsr+LNUa08cJ9PQL4mLq81NUn+cva02KgSZfjmiK5m4HBwLKY2S8Ix18biiGtatE6LS8HiL+udba4nCAKZl87XzhZNWzNoxjaK7+zRU1i3b4DH2eeE7ZupZGh0SPbVtJNiqQIrjNnoun2bfB85RWYeXryMBh1Uq3atYPPJ58UK/QcRgxHs7174fHsM6hPKJpj8nUuTcZC3V4qlEl+UZCcjJBHHkXWlcLVt6IkLv+bj6lAdn/yCZZW0DBjSTstii454/gJ5KeVvJJXfvs3WSTXFbKTbMykRSM2LQAJWT5okR5T1/em3vHfuUg8ufwUF4LE4iMh2gjfykDL8eRP7F8Dfrb0A/6dpov8cJ/GesEXpWFppsLHE9th0o+HuHDdckHILuYMbIpmnvZcQFPn93psWrHHrpVa+DiUe+l8YmdffLPjGg/2UZodWcIZI+TIQZ1yelieDlYlnm9oKw8smtGNn0d6HgwN+G0+H4nZi0+yrOWVka30nqsTt8XQXhedND+jhgrkgjzA0gFw8MXFsB3l7iLXd7gwjI8XQ3stS7a6qw2s27fj4+wrV9nBgGKwDaHOz0fmCWHDZl1BPbIhtwuXBx+A09QpSF69BlmXL7HEgk43RH2U0ziMGAHVbw4cFFMWXCj/+gtCZ87iyO/wZ55F439XFns+soODkXH0KA/nOU0ulFWUBumQ6UCa5PQDB+EwvNBlo1KaZCm3qDNkJ9mYSYvBurgXsT3vf7ipKX4k5WP1qTDMW3qSC+RemuKQih3quFYUSrj7dV8w+ny8E4M/312q7Vpl2Xk5BpciU2BrocKM3hUb9KAhuod6icukZuUhyN2WZRhEM81A2LXotBKH9tr46EsISqORqy0PvJGOl6zPjF1qQXZ5FmYlf81RIUDd5F4aqYoh+jVz5+u4HZ/B1nsK5D5yKz6DC/HOAfWkSNY6W7Tk4bGyQkQaEtqhvSZNSixKawtK8iPPY+TnI+tiyS4LWZcvoyAtjbWvtLxfHZhaWMB5yr3wfvNNmLkJv+6GhG3v3jBzdy/XealQ9vvhez4/RXDHfPpZsfMk/f23NoGR4r7LC52/Ki4XpHnOjYjgbSm3qDtkkWzEqFOjkWMuPuyXbwmnAknZLD8agmf/OcNL5BSOsXhmD9bnUsFcUZnAAU0cNEkZKFyDruPbnZrl6mrsIivXeX+vRnC2rbgG8IXhLVgqQIN2H45vx2EWhOKaQI4VJRXJukN75UEZ4PvXiD2TlSK5OjrdtpZm6NdUFBNbdXZWlS5yC0/7Egtso0M7tFckjvoOKpLrcmhPd+fMul173s4qRXJBgSOEdZfO1Zb6J9GHHDC8NY4YiUuXclqeAnX5k1av4W3nqVMqdL3aIpnS9wqEbWJF4AK5oAAmVlYw8yhf0S+pfmSRbMSkhIegQCUKppQU4yxGjA3yrH159TnudD7YqxFbqFHhSBpTYtnRkBLjl3Wh4u+lf89i+q9HcC0mjW26nh/WnLuG2y9F43KUKDCrAwoMOR2aBEszU8zsW3IqVlmF3Jq5fbDl6f56soqmHvYGO8n0HFD4BdGmBPeHkhjZzpsDTigY42RI9XfVq4PwpKwyh/YqwrA2QjdMkouieuQujepJF1mvSG6N9Nx03E4RrjmtXBu+3MIYnC10sW4nbD0zzwkrwJrQI0vKh13fPnB+ULh6RLz6KvLIS5t+d//bzOl55r6+2pjv8mLTpTOvAJDER4mrrlzSXkC9lL40FGSRbMSE3BJLLURudv2YMK5LyJbs+RVnuECe0MkXb9/ThofNiDEdfDgSmJbMD9yIK/O6TtxOxPJjoexq8FCvRtj13EDMH9yMC0Ti+103qu1+/7hHXNe07gFsS1ZZyL2iqN+u8ndUShZSs3K1p4cmZnBnnGQEZPlWEch+7u62wilkw9nC96gxEanpJPs4Vc+yOg3X0e8U+VIrXepjt0WR3LW29ciXNwGfNgWCd1fB2aIld5HVUMPTxhMuVsbve11dQ3t17WyhYKXpJJc0vEfdx8xjmhCRKuqRJWXj8eyzsGjaBPmxcYh84w1+zyQtX87/c7r33gp38smPmn2qKym5UOzfzGUcdZ0ii2QjJjqyUGKRn1f9w2INDfIGJo2ol4MV3rynjd7eN9mpje8sLMuWHhFfPqVBBTIxsbMf3h7bFo42Yjld0fpScXgrTuM8UgXoOmgIju7qo30bo7ohGQDpcos6XChDeyQVKK91mS6KI8OhG8bpGBKRrBTJRTrJVFimVlzf72Znia6ajjGtJNAO2YVw8fnsWtvBKqf+AtJjgROLKna53CwRSU14tMKZ2DO82cFdOC00FPLT0hH7zTdIP1iYaEf2XflxcTx8VV3a3qpi3baN1sEgP6n4igyFepADBSXJGUv3uyFDOnXfTz8FzM2Rtn0Hh5KQRRwFgzhNnFCp61SCWCgmm4YwK0JOiFjlsQiQ1q91iSySjZjUlMIPVUGBHZBf2AmU6HP0ZgJ+P3iTtz+c2M6gRlSRXNCSeUwJ4RAEOVhsPBvJ21O76+/F05Db4JYerHdWOsBVQSnGBzR3rxHXDN1usm6RXDi0VzGphULPIFEYXo5KZQ9mY5Vb6GmSg/cAf44FVs+u1HUOay2655RGeCYsCXkFang6WJbLPq9aCRduB7h9kFqk5b9c3FXhuW7tDNh54kyMKJI7enREQyqQQ2fNQtz3PyBk1mOcKFdsaK8EN4fahsJBLBo1KlFykbxxEx/bDR6sl5InqTmsWrWCx1NP8nbin3/xMflIV3bAkazgTCwtkX3tGqLff79CMxy5IYVyC0ndIYtkIyYro1BioVbbIytJOlwYIiMnDy+sFDILGtQbpPG+NRS+0TnAiUM7/jkuvoAMsf5MBDJz8zmNzZBrwbxBoptMEc1kg1ZZyKJs5YlQrdSipjBUJF+ISK5SkUzSjpZeQu9MaXXGKrfQ0yTf3FtYXJJfcAW5q7Xonh8Ojmc3EqWLXKt6wZQIIC2q0Dtd6QxXMESEfqpPx4qo447uHRtUgZx56hTbvJFzRMSLLyJ57VpknTcuPbKCVXvDkgvqOqZs/o+3HUaNrJP7dqdC6YM2Ohpw5ylTqzQU6PPxx+wkk7h0GeJ//LHi9m9SblGnyCLZiMnLKfyBV5vYISz0Vp3eH2Plk81XWGvs7WiF10aXrjec3kN0bpYdDeVi2RD/aLq7U7sZHpggyzXqpJLTxc97K1CkFIGW7ePSclgOQd3pmqKZoU6yZmiPvIErC6XVEQfLofGuTbLz8hGTml1ckxwu9J3IzwaiKz5IE+hmi+aedtxBpsjqOtEjK11khVv7y3/ZGE38rkdL3Eq5haTsJFiqLNHSxTjkB1UukB97jAtkUwcHBC5fBqfJk9kdIOKll5H0779GWSRbtxN+yVlnzxVztSBtrKmjI+wqODAmqRqkPfb5+COYeXjAunNn2PSoWsIkBbN4vvoqb8d+/Q0SV6wo8zK0k5SrGdwzl3KLOkUWycZKQQEK8gsHqtSm9oiMvHOLZFqmIi0xSRxIB0tDZ0pXb9FB8bx8NLE9HMoI4RjV3pulGOFJmdhxqXiKIckQKMqZEusUDbMh5g1qqnXLqKzcgC5LUCxxZXTB5aWJ4pWsKZLJKzo6JZt10NRdryzkLWyMuuToZPF6kFsIuZIwZMEUfqrwTOEiuraykous3IK60SNHKEWySWFXvLzEaDrJHq1xOkZ0kdu4toG5yrz+F8iPP47Mkye5QA5YuJCLT6+334LTtKksSaEgEaMskjWhIpnnyJGncKc9ZaOQiVCyW32JhW5ImPv4oOmO7Wi0ZHG1rBS53D8dro8/zttRb76F1J07Sz0/vV8pMpz00ebe4jtHUjfIItlYyUxEPgpDHvLM7BASdRV3KhvORuKV1efw0X+XMe2Xw2j31hbc9cUePLFMFD5Tu/mzrrcsyD9Y0RnToF9evr5/pSLDoKV1GtYqib5N3dDez5GLpd8OCC10RQiJz8C+a2Jgb0q3ml1Oa6axgSNHi6zcfO3QXmNXW7aOqyw9G7vy/aco7dI03rUN7QApQ3vaH7iEG0C2jtd4mKarXEkrOMLGQoVW3uK5rfVOcstRFS+SdYJElKG9hqBHjnrnbWSeOAFTe3tNgSys1Sgy2OuNN+D8gLD2ooLDqmULGBOWrVrxYBjZhOVFRmpDJFK2buNtKbWoO0gHXp1SKvenn4IjDQAWFCBs3nzcmjoN8b/+iuybN0uWWvj6Sn/sOkYWycZKWjQKUNjlyzezRlLUndlJJieBDzeJH/h2vo6sM6WmC3VGKfXMx9EKr44qv8/r3AFN4WRjzpdXBucIKiBXnRRhI1O6la4Rpi9Pxeli+dFQ1hdXhOXHQrRpbjU1sKfgZmfB3XN6zihURBsiUgWpBUGOH4qm+VCw8XSTFZ24ntRCKYpVlvrSiwpC7z9yTyE6BTjBrAZXAIpBL2CEphvecw6tCwPJIUBS2W4tuLoFSNR8f3i00naS67semRLpUtat523/n37UFsi6n1PPV16G9/vvwe/LL9gpwpgwtbSEVfPmvJ2pkVyk7T+AguRkToHT1cZK6jf0XvR++2043DOGP8sUhR3z2ecIvnskgsdP0BbGhLJtLuOo6xxZJBtzkazSL2Jyk1Jr9S5QwfjFtqt1nqr2094biEjO4uL4n8d74cBLg3Hs1aFY+FBXvDiiBf54pDvsy5BZFC3unh7SjLe/3HaV3SyILReikJKVx7dDneKyGNrKk90N4tNzsE0nZKI8Mdf/HBfF+H1F3DNq6stZV5dcOLRX/jjqklAiv41JcqH4GPvoOlso8oq2E8Vx/HVeranMczmmg/DK7t+sllOwaEgvKwmggCG/7oC3xrrt9qHSL0e65X8eFNudHkCymTluJN9oEJ3k2C+/4mOHkXfDpnPnEl8zp4kTYT90KIwRK63k4qye1ML+7hGyi9jAMDEzg+8nn6Dpnj3weutN4aNsbo7sS5cQ9dZb2t/aXKWTLOOo6xxZJBsp6fHhyDPTLOWSbRO9WJlqpGu0uDUNBU/879+z+GbHNe3yfF0tnStWay+PbAlrC/GjQaEb5NU7d2BTNPOs+JL39J6NEORmywWuEgzyt6arPLmrH6f0lQV1ESd38dfrDJcH0kKTLlh5DLWBrsNFdXWS9XTJRtRJ1tq/6TpbKJ3jZkMBl6Aq6ZKfH94Cvz3ctUZ8rUtF6SJ7tQPMLIBAzUDX7QOlX2bpVCAvC2gxEhj9pVZqEegQCGerepQWaCCNLm3PHnaycH9S2HbVR7Tx1GfPoSAjQ6tXdRylkdRIGhzmnh5wnjoVAb/+giYb1rPuPP3gIaTt2KEXJCLt3+oeWSQbKWEht6E2Fd1RizxhsWWWKyQCtcHuK7Hs3kBQ/HBdQRpk0v12D3TBKE3aXXVAg3KvjBQSjd/238SB63E4eCOeNbaTu5a/u6voiUlfTDpjQ0QlZ2Hz+Sj8fuAmPth0id04CLKrq8mBPUNFMg0l3oxPr5L9my7dAl14h4LcRZQOrrHILXwVuQWFaERp3Cx8u4oDEVa5ItnSTIXBLT2rX2pBPuj/vQQc/710PbKPpmPaqE/puuTYq8DiiUBOKhDYD5j0O6Ay10ot6nOICHXcYr74krepS2wRGIj6inZ478IFpO7YCXVmJsz9/LT2cJKGDXlluzwyg7ejP/wIBVlZhZHUUm5R58gi2UiJvC28UFV5mTA3FUWNaa4NrkbVjuSCAjcUbsam11lACHkWU+H6xpjW1e5HO6SVB3o3cUVOfgFm/XlcqxHW89YtA9IT92smpBl/Hy/eTT4fnoxBn+3G7MUn8Pb6i2wZRzsdZqYmbDFXWyhF8sHrcSxtJZlIaYOJ5YVkLqTTNSbJhVZuobyOUeeAglzAxg1wCgD8ulZJl1xjXN4IHPkB2PgsECt2pAw6W/hqiuSAnsLlIv4akCZ8m/X8lP8aB2TEAz6dgGnLAHOx09AQhvaog0xuFhTU4DZvLuozFkFBrJVWZ2Qg7vvv+TSHkSNr139bUqe4PfYYzDw9kRsejvjffivUJEu5RZ0ji2QjJVnT7TPLS4GFhUjeM82zwdXomi+SaQhttyYsgbiluS+1CXkYv73+gta5oq2mEKtO6EfotVFUfFMgSb72tiqKUuyuOB6m55ZBj4EcOSiYpJGrDUa288LMvo3x+ujWWDmnd40P7Bkqksnjl2jtXfUuclHJBXXijaHDGJ6YqZ+2p8gqqDimF1vbST5escS6mubM8kJ51Y539P+XnwdEntHvJFNynmeb4t3knAxg2TQgJRxwawFM/xewFJKkvII8nIs7V6+H9tQFBYjVdJGd758Oc8/akSzVFKQ7tmorBg5zNE4HDlJqcUdBO0keL77A2/E//Mg7TBShbu5Xsg2ppHaQRbKRkpkmXhqTgjRY2QrZhUm+HW5E1XwhQt7DqTra55t1ILegQTjSQttbmeG5YTVn20S63Hs1umLy1KVhvIpCdnGuthYcYKEksREUOHE2LJkfw4rZvfD99C4cdkJa1o7+TqhNaIiNLMsUqmNor+jwHr1v6nrIkwYv0zU7PFp3C6Vj7NtFHHu1FcNvmQlAYsXt+2qEtFjgurD9gokpcHkDEHKk8P9xV4DcDMDCHnATQ6dMo976RTI9/+vmA5GnAWsXYPo/gK14fYiriVeRmZcJe3N7BDlptNlGQuaZMwgeMwZhTz8DdV7Jsxc02JZ99SpbvrnNmoWGgJWOK4dls6awaiEcLyR3DrR6YN21i/BHpi6ytzdMpUd2nSOLZCMlL1vz4TBJh62T6AKaFtgjLjq8xm9760Uh9VAKubookvdei+XjSV38qkUWUBrkkEEhI++MbQMLs4p/JOgydD8JxVKOlvw/2yKWzF+6uyU87HXsyOoAU1MTNHEvDKepjqE9BUqdo/AVGrIMTcg0Cj2ys405bCzM9DvJikzBzBLwal8lXXK1c/5foCBPdIk7ThenbX+zsNOt1SN3BExVJRfJ+z4T12VqBkz5C3DW1+qeihHDf+092sOUinEjIenfVbh9/wPIvnYdqZs3a/XGRSEP4dhvvuVt10cfhcqpdnc2a3p4j5Bd5DsTWtn0omQ+U/G5NJdx1EaB8XxLSvTIz7XlYxNVNpzcxQS6qdoO+RmhSM4Ue5o1QUGBWmtn9lh/0Wmi20tMz0Ftouhb+zQp24qtqrjaWWLBfZ0xur1Ppa9DGeDbfSWGC+S31l3gjmaXRs6YVova49JQbOCqa2hPgYpRZYeqriOqi+mRMxKEdRqfqGMRZmy65DPLxHGHacDAlwEzKyDkEHB1s74emfTFugRoimSK2T61GNj5nvh75GdAYN/iNxNzxqikFtQ1i3rvfUS++ipvW3cQw4QJv/2GlP/+Ky6z+OYbjutVubnB5UFNSEgDQBneUzqKkjsTq1at4HTvZLHdsvze/5KaQxbJxkh+LgoKhIbQ1FoNe3exNG5iYg8Hiyhcq0Fd8rnwZI4strVQ8WCbEpygOCLUVqFD3WtyYeseVMuxv5UkyN0OPRq7gCS/Ty8/zYOPNJz3wfh23MU1BpR4antLM/g7V68eWuuXXMdWcFr7N60eWVNcujQBbHTeS1pd8jHUOTGXhDyC3GzIx9nRF+gxW/xv+9tAQX7h41C64Qr2noArRaSrgbXzxGndHwO6imn5opyOFc4WnTyKFNt1QF5CAkIenYnExYv5b7f589Fo2VK4znyU/4549TVkX7umPW/oY48j/teF/Lf7E08YXTBIVWOQPV9/DV5vvSVtv+5wvF55Bb5ffQW3OZrvAEmdIotkYyQ9FgVqURhbOFrC1kt0ktWmdrBWxeJKDRbJitRiYAsPtroKdBM/RLdqUXKhdJHb+TnBoQIhIXXNtO7ix+3oLWHZ9/iAILTwquXY4lLo2ki8j7o3dqn2wr2XpuO/7kwEDysm1PLKQ9FOstb+TekUK51jBb8uhc4XedkwioG95sML9cN9nwasnESU9Mk/gOgL2m54bn4ujkUdQz4Vz7qSC6LxAGD4hwZvJio9CpHpkSyzaOdW2LmsC2h6/9akycg4epSLXb8F38F9/jyOknZ/+mnY9OzJw0th859A6u7duDluPNL374eJlRWn5yndtoaEy/TpcJ46pa7vhqSOIc9khxHDoXKovtU+SeWRRbIRkpkQAbWJ+IA4edjB1lt0wHIt7OCQH1+jNnBbLwipxbA2YoCtsZtdreuSlW4k2bPVJ0a09eL4Z4LcLJ4YrDNgZQT0CHLlAcJPJlW//yp10ckZhCS0S4+EYOCnu7DowE09t4/aILKo3EKrR9YUxQrOjQEbVyA/RxTKdQUVumf/EdsdphaeTs4V/Z4V25tf0VjYubKF3a/nf8UjWx7BkktLxP+bDBbHFJIyeRGg0mixi6BYv7VwbgEb85rtwhZkZiI/zbCnOw3lhb/wAnIjIjh2N/Cfv2E/ZIh+KtkXn8PM2xs5t28jbPYc5MXEsFUanZd8kaU9mkQiqQ1kkWyEJMaEId9UFMmuvu6w0SyN55rZwCYnBVejayZQhAphCishmQB1konGmk5ybRXJ5I6gdJLrW5FsZa7C3IFN4GRjjo8ntue/qw3S1p74QxRMy6cDP/QBPvQHFo2uUCeUwj9Ig13dUGf6o4ntOTa8lbcDu0y8tf4iJv5wEJkat4naIEI3bY8qdrJ505VXKLAVnKZwVs5TGyjdX4Wbe4HUCFEUNxum/z+STTj4AnmZhZpqExMcihAx1PvC94nTW48DpiwBHtmqLykpQm2FiNBwXfC4cbgx9C5kXb1a7P/xv/yCrDNn2Z2i0aJFsGxKchF9zFxc4PfN1zAxFzudDveMQeMV/8CquXR9kEgktYfhloOkTkmODUO+mfgxcG/kBytbzctkYgrrLJMa80reppFa9Axy1XZEA11ta9UrOSQhg10SyC2ha6P6oUfW5fEBTfhQLZA37o2dwOnFwJX/RNezKLf2AbveB+4q4qtbR5CUY8MTfTmm++P/LnPC3+8Hb3J8eG1A7x2t3CLxlrB5I60v2b4VhQrna1trZ3iPwj7WzhdFMemF+z4D2HkUSi1Ii0yuG7qYWwODXinUGvt2Rm5BLi7GX9R2hsn32IycLFqNLvMuKEVyTYeIkDwiVxOrSzriwL+Xa72MKVUudoEIzPB643W2uSoJ63bt0Gj5MuQnJcG2d2/ZPZZIJLWO7CQbIVGRIVDTDx91xJoEwVRlCrMCEXlsnm2B+PQcxKVl17jUgghyt9Wm7tWGB64SSNHJ3xnWOr6+dxRZKcD2t4Av2wBLJwMX14oCmWzLes0XzgX3rQDuEVZYOPANcGt/8euh1ysppOzADEp3ixMDUtUBxVRP79EIb90jgi5+2HWjVjTKFN4SnZJVKLdQpBZe7YoXoLq65JruJNOODnX+r20RXeHD3wNfdwC2vg5cWlfoamEIOt1DExgS2A/XE68jO1989snvmHyPy0NYahguJ1yulU5y0r//ig1TU+RFRSF01mPIT01FQXY2Iv73PyAvD/bDh8NhdNmFvXWbNrDr00cWyBKJpE6QRbIRkhwtBr/McjNg5SKGrcwhfvzNNdZw1d1NjknJwomQRN7WDdSgVDia8SI7s9gaKMxLKpKVFLc7DipoVzwM7P8SSIsSgRA95gCz9wOz9wHD3we6zwKaDwM6Pwh0IhssNbB6NpCVXHg96fHAsqnAV+1EUVaajOOXwaKIoy5nNTKuoy9LLyiY5rud11HTxKZmc6IgFensS62btGcIRW5BgSL0fFVFQnFqCXDyT+DKZnG7SaFAdprY2flrApAeA7i3Asb9KG6XgkEOfiOOyZ2iqGZagTyRH1wrDo37adPyivoelwbt3L516C3kqfPQzasbfO1KTvEim7WC9MqvGuVGRSF9n9hh8//lZ6jc3Tj4I+yJJxHz6WfIuX6D7du83npTFr4SicTokXILIyQzWXTdVPkp2h8SC/N8ZOYDZjmiSL4WnYbe1egh/PexUK7PyAFBO/RE6U9mKv47LDETt+IyajQUoz7rkauNY78CN3YIn9xxPwAtRwNmpaQujfhQSC5IWrDpBWDCzyJYYuWjQutKUCe6l2bJvihXNgE5Go37svuAh9cX9+Ktgk75lZEt8cDCo/jr8C083DsQAa42NS61INtCKpTZO5jwLqFzSjpgKlDjr4vClnY8DHX1j/0iOvJ3vQtYGZg4P/4bsOn50u9clxnA8A8ACxsxoEf+xySToaHBnnOERrok7NwBu4G8eTb2rDjJ3A5puWlcJE9vpQkfKYFV11bhSOQRWKms8Favt0osTmmg7ub4CWy7pnJxgbm/Hyz8A2DVpg1cHnqQnSfKInn1ajJbh03XrtwBDvjpJw4JyTh8mA+E97vvwMxZ7PxLJBKJMSM7yUZIXqbYdzEtKBzQs7ERp1nk2sHSJB1LjtxGVm5+tS1TLzsqNIT392xU7P+N3TS65Boe3rsek8YyEitzU3QMaBhJWhUi9qpYgidIY9x2QukFMmFpD0z4RUQZn/0bWDEDWDRKFMhOjQrlBFTsGeLCGnFMccc5qcDiiYalF6lRQGjFPYX7NXNHv2ZuyM1X49OtIoGw5oNENDtyyuNwb8lHpOf94fQPWm2u3kAfRUJnJhWeTs/X3k9FJ37HO8CJRYY78gUFwJEfxbZ3R3GgYTvSQRNk4zb5D2DMV6JAJqhIbXE38Nhe4NnLQLeZ5X6M5+NE4T+p+SQ+PhV9qlQZVHR6ND47/hlvz+80HwEOJXvwZl28qPUlzk9I4OG6lA0bEPPxx0jdtr3M+0ZdaErOIxwnTRQPv3Vr+H7zDWAmvr+cJk+C/aBB5X68EolEUpfIItkIKcgWP/KmJkKHTNjYi+6uZZ4dGjnEssPFp5rY46qy63IMIpKzOMqXbMxKKpKDa7hIVqQWNLBHHew7ivxcYPVjQrMaNAjoNqv8l/XvDvR7TmxfWEXVitCyzjkobMHU+YY1y5mJQPBusf3QWlHgZcQDf44DksPE6SQb2Pgc8FV7YOHQwkGzCvC/ES25Llx/JgJnw3QK0RqKpOaVECpyUyPFPzhsA9hwYwO+P/M93j70duGFFCnG0Z+BjxsBn7UQjiFUHFN6XVYSYCucXnDkJyCnyGcgeKfoRFs6AA9vAB7fAzx7EXg9FvjfLeD5a0CbcYbvMHVmHUoeXCtKWk4agpNFeuC0ltNgZmKGmMwYRKRrVgyKQMXzu4ff5Y4z+SLf3+r+Uq8//fARPrbt3w+NV6+C79dfw26osGZLXqfRTpcCeR7nhoXB1M4ODsOHa0+369sH/j/+CNfHH4fnSy+V+/FKJBJJXSOLZCOkIF8UpabmhcNONprumHmBHR7sJl62hftvYv+1qscAU1eamNzV36BtmdbhogpFMsVdl4USaXxH6pH3fAJEnBKdx3HfiwKqIgz4Hw92cbFGMo3xPwKWdqLgJpRiWBdyzCD/XY/WQhN7/7+AazMgJQz4azyw7gngm05CAqIZFsOOd4FcoY8vL219HTG+o9DBfrDpUo0NgEbopu3Fa7rIdp6AtViV2BsmNNfXk64jISuh0FWCJC32mkhy0oGTfIWKY3ouJvwKPHMBcA4UThmkPdaFCmei43TR1VegvQKSc5S1ElABzsefhxpq1hT72PmglWurUnXJm25uwp6wPex+8U7vd6AifXMpKHIIu779OB7XYfgweDz1FJ+Wtncv8hLFzEJJJK0UA3sOo0bB1LpQsiWusw88nnkaprbiu0QikUjqA7JINjIy05Khzhdpe+a2hdpBGxcR6qGCHVysE3F/T7Fs+vyKM0jKqLxzQGhCBnZfjdVLjCtKY/fK28BRQbRg13W0f3srftkrumAlST4OByfcmXpkkjHsE0viGP0l4KAp2CqCylwMd70YDHS8r/D0oIElF8mK1IJ8dglbN+CB1UIuEHdVDKJREU3FNxXQdDoV0KTRrSDPDmsOC5Upv8ZHbmoK1Jq0f1OkFm7CSjEnPwcHIw5qz0syBYZ8hacuAZ67BLwUAszcAYxdAExdCsw7ArSfLApdchUhDn0rrPmI+BvCQg6Un16Bzn8lUaQWSlqeEi2tfSw60E7AR0c/4u3H2z+Ops6lW/AV5OQg46SIvrbt1VN7umWzZrBs3QrIzUXKf/+VePn85GSkbqXnAnCaJKQgEolEUt+RRbKRERcdhgKI4SAb58IhORsPUTjDxB4xKWF4dWRrBLnZIiolC6+uPl/p7hxpkemipBtVZBVFaazpJFOgSHk6wgqpWbmYvfgEy0LSsvPwyZbLJYaSXIpMQXJmLuwszdDOV/NY7wTIkWLVTCGRaD9F6JArC3UKqVjWpXE/UcTFXQFSIvRvl6zJiNZjC0938gceWAN4thXhFo9sETKCpkOBgZql8n2f6ztplAM/ZxuM7SiK/y0XhB93zWmSrUWRT7iJ1MPj0ceRkVcoX6K/i2HlKOQXne4HWo4Sz6cCdYop8Y4G+C5qdi6OanYW6HlyrSZv7FJQhvaKFcmxxYvkb05+g6TsJDRzboZH2z5a5nVnnTkDdVYWVK6usCgS7uF4zz18nLJufYmXT16/gUNELFu0gFVbjWWdRCKR1HNkkWxkJMWEQq0pku3cCpdvbT3FknGuuR0S4qPYQ/irqR05HW/juUisOR1e4dvKySvAP8dDeXt6j5IHevycrfl2svMKuCgvD9djUjF2wQFsuRDNHcSmHnY8vPXO+gsGz7/jUow23thMZYRvS9LmknvEsmnCV7g6oL2T9U8JZwqnAODuT1Dt0JK/4lah201WpBY01OYhBtu0uDcH5hwApq8AAgq7iuhwH+DWQmiZD3xd4bsytLWn9rWubslFcGwaLkaK4cRmHvY6RbLoJO8LE+l0LlYioOZEtMYerrzQ0F33x8U2PfbsVOC0RnrR4zHUNPR8KfZv7dzb6YWCkHdySk7hYOa52HPsaEG83vN1mBfdcSpNj9yjRzH3C4eRI1n+k3n6NMdEG7pvSStX8raMjJZIJA0JI6xG7mzS4iJQoBJFsrN3ocWbNpqarJ8SxIBbez8nzB8suj5/HCz+41UWWy9GIS4tBx72lhii441cFCpaA1xsyq1LJp302O8OIDg2Hd6OVvhndi/8/EAXTtHbdSUWOy6J0BKFg9fj8O3Oa8WCTIyCxNuikCVtLg13kWXaT/2FFpWcDarCid+BC6sBCo6ZtEirna12mhjQJZMtXNEuclmozIAhb4jtQ98Lx4sK0LepG+8wUarijdjqjVb/eW8w73MMaekhbOa0cotmXMSRNpeY3WE2H1OwRiq5eVQEklSY2wBRZ4E1c4DsFKFbDhpcLY+hQF2A709/j43BG4v9LzojGnGZcTys18pFaJHdrN0QYB/AOuUzMWe01/HBkQ/4tDFBY7Td5rJIPyL0yDY9exT7n7mHByfeEckGusmJi5cg+/JljpB2GFN2QIhEIpHUF2SRbGSkJoYhz0x0kD0a+WlPt7Y31xbJ2UmFheqQlp56S80VYfFhUVhP7eYP8zK6t4EVcLh4f9MlDh/pGeSC9U/0RUd/JwS52+GRvo35/+9suKi1r7sWnYrHF5/gEIh7Ovjg3q7+qHbS44AYkTZWbqjiIju2bzsL+y9Fm0uDcHlZwH8vAksm6ksYKkL0BWDzy2J7yJuF6W81ga4umR4XOT9c36GvRy4vJEPw6y5cOHYLzWt5sbU0Q0+N3lxZOSgPJPHJzCnZ7pBS9ladFCspcwY2EZph0gsTbs1xK+UWQlNDeYDtnib3aAvL8gRx6EH6ZQpwIS5pisXuj1V8yLIE9ofvxw9nfsDL+17mbUNSC5JPWJGHtgat5ELzWNZcX8MDfrbmtnimyzPlut2CjAxknhHXb9tTZ+VAB8exQnKRvH693ipAwuIliH7/fd4m9wrpfyyRSBoSskg2MpITogAToYV0DyyUQFjbiSl5takK+amFL5uno4jbpTS83Pzydzapk0dDVJS5MLWEgb3KOFzk5Rew1IL4bHIHuNkVxgE/MbgZd61vx2fg133BnJA2Y9ExpGblcYjJJ5PaV/9SLRWj3/cEfugNhIvBpHJxbZtIRCvIE4XxjP+ENpcG2ygW2sxaaHq/71VYcJYXshGjVD0qtpveVTgUVlNQUUv3Ny0aiLkEXN0i3CqoC+ohupLlhl6foW+JbRrsi6tYkh51eokdl2PKnQQ5/Ku96PfJLoTEF2qKdflt/03k5Bfwe6hroAuQdFvs1NBjdvDTulp08+zGxWMXzy6Vk1wQPedqP5/sLd2xhDjpSrDl1hY+pgL+pX0vITItslBCoUgtNHpkQ0VycnYyvjrxFf89p8McuNu4l+t2M06e4sE8Mx9vmPsb3km1HzIEJjY2yA0JYdmFtkB+7z3edp01E27z5lbiUUskEonxIotkIyMrQWgLzXLTYOFa2JVRmZtCpRYuFubpNrysSrjZWrJemJo7VHSWF5I4EJTap5uwVxLldbi4FZ/B2mMbCxV8yIpLBxrKe3WUKMq+23UdMxYd5SS/QFcb/PxgV4P2c1Ui8ozwvE2PFV7BlHBWHkhGQQESBBWwD64BGvUuLBJp2f3xvULrS1ZhtPRe1D+3tK726seFZtbeW1i1VVMnskTMrYBGvQq7ycrgGfn3VmanJLAP0Gy4eE6P/FChiw7WFMknbieW6cpC/6e0vmuakJlX15wrpmWmYc8lR0IKu8iEVo/clJ9bpUju79efj6tUJDs3Atpp3Bs6P6Bv+1YFyH1jZ4gYpPSw8eCC97k9z/HpRFE9skInz07a/3918iskZiciyDEI97XScTgpgwyN1MK2R88Sd1JNbWzgcNdQrWeyfoE8C+7PPiu1yBKJpMEhi2QjIz9dFL9meanFfnSsVLl8bJdlq/V5pehfTwex/FreoTriSnSq1sO2RHIytC4Gug4XpaF0kWlQj+5bUUhS0T3QBVm5BTgfngInG3P8PqM7XGyrz0+WCTsB/DFGeNt6thPdv+vbgRBREJQKBXJEnxOew0pIR1FouI2cH8g/lzq0SupaSZDEYdeHwNcdxFI9JeRRUh7ZrtUGil/y5Q2iS15RPXJRlJS4SxsqpM32d7FBC097tvzbo7EeNER6dh4e/v0Yv0/d7S1haWaKfdfisPpUeDHJEDmn0HUOaqEJ/dAZ2iPd8closYIwwG+AXpF8Ie4CMkk2UlFGfQ6M/V7IZKqJA+EHOPSDCuRFIxbBwcKBC99Pj32KvII8XIy/aLCT3NihMZwsnZCdn42VV8Xw3Ms9Xoa5kvhXDrRDewb0yLo4aFwukv9dVaRAfkYWyBKJpEEii2QjoyBLFIum6uLFqKVGuWCXbYfoFNE9I7wcNUVycgWK5ChRzLb0KqETRh07KjIpaS0jAYFuYnCPhq5IUlES16LTCh0GDEA/pm/d0wYqUxMe4vr5ga4lWs9VGiqE/xwrCnz/HsCMTUCn6eJ/lKJWVvKd0nHu/aTQoZaEmSUw6DWxvf9rfp4MPo9HfhbF8Z6PgJw0kWxHnsZsz1ZLKLrk2weE1MKlibB5q/T1DRByAwrfCK9YR3ZwK1HM7ixBcpGdl4/H/jqO06FJcLQ2x+JHe+Cpoc20enbqKhOka//9wE3enj0wqHCnTKdIJm/kPHUeGjs2hr+DkBJQGIeXrRefrmh9KwR1j+n9RB36amLzrc18PKzRMPjb++PDfh/y38uvLMe3p77lYt7O3I4fR9HPk+JyoVy+p7dhXbEh8lNSkHVBOM7Y9Ci9SCa9spm7O1u9Ea6PPSYLZIlE0qCRRbIRwcNseaIYVZkW119a2YjukHWuHWISrhcrkiPLWSTTkrVSJDf3LKFIpvS38ONCThBxkqUTFmamLKVQks0McTVGUyR7ivATQ7T2ccC/c3pj9bze6N64lCK0MkRfBBZPBMi5gEMwVgFWDkD/FyjCUKSp3RTL7wYhW6+EYMDGDeg5p+zbo8Q2Kjazk4EDQg+qx+EfgP9eEB1t0gBP/gN4bDfQWCz91xp0H8nnV4G6yFUpbmgHofkwsX25ZP/c0nTJu6/EFtvhoiG9p5adxoHr8SzZWTSjG1p42WNWvyC08nZAUkYu3t0guqorToSxO4uvkzVGt9cJYNFxttBKLXwLn28q6qokuahmsvKysDtUOI+MaDxCKw2Z1U4ElPx2/jc+buPWBqa0AlEERZdsbWaN57s+X6Hbzjh+nFcCLAIDYe5VPJJeFxOVCs73TdMO6bk/87QskCUSSYNGFslGRHRyJpAnilYzC02qlw7W9qLLbJFnh5ikW9rTvTRyC5ryLw8ky0jJyuNubhOPErq4ZE2mEH+Du3SkHSZulqJLJrcKoplHyUUyQY4XbXyqOTSEOrnLp4lubaM+wH3/iGhmgnyIuzwstne+Lzq8Rcklx4aPxXb/5wsvWxqkJ1aW3ckWTtftgvS/WzWd5oGvAHMPV14HXFXofjYWcgOG7kdVoThnRXJRAd/jTgHOLLMhPfHJkCS9/229GI3NF6J4leGXB7vyeQlyX/l4YjseNF17OoJtBJUEx1n9Ghe6s7A4X/hY57s21fojD/DXeexV1SVXM+RkQUEn3rbeaO/WXnv6vI7z0MO7sLtbVGqhQI4ddL43e70JbzvvCt12uiaK2kYnZa80XGfPRrNDBzliWhbIEomkoSOLZCPCzzoHBQXCI9nCrvgPkI1mwM5cbYfIVBECQpAXcUU6yUoXmWQOlmYGhuWo0FAii3U6c4rDxc0SPG6pK6hYxJXYoa4pyPZr5YzCYI57/xIBELqQvpjss0IPAzcMOFIcWwikRrAjAro+Uv7bbnYXENBbuFXs0RTZdD/IwYKG2yiEY8CLwme4Lmmi8fMlHbVXYTFWaehxqyyBhBtAbPkt9mjnTNEP63pm0wqH4pc9q39j9Gmqr9cmX/BH+gi5wdwlJ1n6Q1r2Kd103Fky4sXqB0xwXp3Fg2z25vZ6kgTdIvlM7BntcFxdoUgthgcO1ys8VaYqfNzvY9YpE109uxq8PPkl/zrsV4wKGlXh2844VDi0Vx7o/kmbN4lEcqcgi2QjQlWQCzVEoISVpvDVxcZVdDZNYY+NsceRS/pZWklXOskVLJJpGdsgpDFNDsHbrs54yNsD2RRprOdwYdiKi4oWSvGzMjflJfBaZfubonNLYQ9TlwG2OtICBQdvoOujhdpk3e4nDdZR3DJB8cskJ6iQLZqmm3zyL+GqsXy6SKbz6QyM/rJuusdFodjrvs8C436snvtD2lxF60zd5Eq4XOhawZH84kJECsssHu0bZPByzw5rzgmQlP5IPNw7kNMntSh6ZCd/7IkSA2m9fXsXG2SjgTdK36OBtwvxhlMga4OM3AytJGREoJBa6OJq7YolI5fgi4FfoLePxmGlmsiLj0f2NbFTYtOje7Vet0QikTQEZJFsTNh7Qm0iOsn2buJYFxtPIU/IM7dDamoqNt7cqN9JTsmskLMFOQIY5MJq3DYzw0oHe5y0ssLF5OByOVyQVVdpzhZVhhLe0gw4IpxeBhz6TmyP+wHwKmUgre8zopAmzfUvg0VhHHsVOLRA6IYpxrhDJbxvKb65+d2ic/zbCCD6PGDrAUxZXK0DXlXCzEIU84odXHXQanSldMn9m7tzR/l6TBpux6dzF/kbTRf5/p6NSnQ7sbEwwwfjhezA1kKFB3s10j+DztDe+bjzvGlokM1YdMl7w/fyUJ6fnR9au7Y2eB4aMryr0V3VLm9IP3iIjy1btpTdYYlEIjGALJKNCCoUCkxEt9jFp3gQgG40tWMGsPDcQuQX5Ot0krOL+chWuJNMdl4X1mCjXaFWOTQnkX2Am2mKanIdMBRcQgUP0bwEZ4sqEXUO+Loj8FkzYOEw4MDXIlWNrN4oNpqg4byytLZ27powDBMeSGQ/5AXdCmUSg16tvCxiyOvienMzxJDglL8AR180aFqMFHZ21D1PKnRcKQtyregW6Kx1uaBBvVMhSWz1NrOfvoODoQL7r0e7Y/ljveBkU6SY1g7tNcfNFOF80dRJRLcXRSmSj0cfR1W5kXQD1xKvISkrSe8zSNv0vz8u/IGZW2Zi/Nrx+OviXzysR2y5ucWg1KI2SD9wgI9t+1Rvh1oikUgaCnUskpTokpSVjHwzUSR7NiqefKWk7uWY28E7pQAnUm5hR8gODPQTJv+UOpaQngNXnZS7opA/rdLxNdhJDj8OdUoYNvoXFnehZmZckHb0b8cJemTBtf96XKEvrYarmg5101KcLSpFXg6weraIQuY7dEQctr0hilFKV6MuLg3HlYcejwt3hyv/AZc3Ajf3AKRLJWlEK+EFWyk82wBdHgJO/AGM+kx0lysByWgORx7mGGV7C3u2/rKzsONtS9IAGxPk8xzQS1jL0XNZHkcQnUh1Sn2kIvm/81F82rTuAfCwL7vz3q9ZCWlymk5yhksgoqKFBCTQIbDUIvl0zGn2IqbnuzJQCMhTuzQ7ajQzYGoOd2t3uNm4IS4jDhHp+tHlnxz7hB0rHmr9EPaF79NztagtqHhXimS7vn1r9bYlEomkviCLZCMiJT5JhF6oC+DUSMfSSoO1vbm2kzwqLhMnGtvh13O/8lKsUrzS8F5pRTIl5pFu2NpchQCXIoNtxPlVOG9hgRCdgb5QcyqSr0Hl3R4j23nhz0O3sfFsZLEiuSyP5Eqz91MhXyALM4qFDj0qCjKyc6MC2a0FMOHniiXX2XsBXWeIA+mRw44C3p2qnn436gtRrNt7VurilKT4v33/w7bbmsCPIliprOBo6cgHCpEYHDAY01tpPKDrCnK5oCKZdMkVKZJbeeD9TZd4h4uar+RoMXuAJjWvsmiK5NvWQq7kbOkMJyuh8y9KM6dmPNSXmpuKK4lX0Ma1TbHzkBRiyaUluJV8Cy90e4Gf96LF5o9nftS+Nln5WcgtyOXCWCmOLUwt0M2rG/r59eMCmlaA6H+fn/hcW8S3cG6B2iT76lXkxcbCxNoa1l3EzoJEIpFI9JFFshHhkqVCQMh25Jtbw9xlSLH/W9mJIrlAZYHuiSawLijApYRLHJjg5SiKZLKBKy1Fr9Af2YBumKQWF9dgg0Zq4apyQEp2sugkxwlf5lHtvLlI3nIhCu+Pb6t1x6AO9Q2N6wVdd7VB2mFloI6Szrw7iANFQ2cmieAQ/+7CC7my0GWbim58lTFVVbpAJn4++zMXyNTVpOKJEuMoiS09V+jAqQjLyshCdIZwhTgadZTT2cY0GYM6o+UoYMvLQMhBEbtdzhTBIHc7dlhRNO6Tu/ppPb8rRW4WkHibN2+aifd20fANXcg9gmKdaXDuWOQxvSKZdlY23dyEr058pX2ubc1tOc1OF+r402eQCuStk7bCxtwGcZlxiM2I5WMrMyvuWJOHscL4puOx9sZafq0j0yMxodmE2pda7N/Pxzbdu8HUoprTLiUSiaSBIItkI8LW3wND3p+MgpQUgz+a5pYqmCIfBVChwKwJJqdexZ+ODvjl3C/wcpjPMc9l2cCVGiISegS5qZHYHOAHE7UaH6+wIssKvDlLxZ1kolugCzzsLRGTmo391+IwpJUoCEMTMthxgDSlfhrtdJXJywZWzxHDcG0mAG3G6//f2gloUbvL1DUJLdsvOL2At9/o+QbGNxuvV7RRsZySnYLk7GQkZSdxAAUlsr17+F320A101JcV0ODav9f+xYw2MxDgoGOTVt04NxKWclFngSubgM4PVsjlYuH+mzAzNal6F5ms6KAmaxjcyornk4o+J0WhApaKZOrqLr28FC1cWqClS0scDD+Is3FntRZrVPD+c+UfTGs5Te86laAPKnSdrZy1iX50KAlzlTkmNZ+EsU3Gsm6aOtq1TZqmSLbrI6UWEolE0mAG9xYsWIDAwEBYWVmhR48eOHr0aKnnX7FiBVq2bMnnb9euHTZt2gRjxdTSEjadOsFugH7wgQIVzlYWYigoOd0HDyanwlyt5ul8c9ub5QoUKXVo78JqHLa2QoLKFL0j7OFwJQIOmYBjnCnSNcvY1H0e2U4EFmw4G6m9qKJzbuJux64F1cLuD4HYS4CtOzDyMzRkridex8v7RJfyvpb36RXIBCWtUcfYz96Pk9f6+PbBS91f4mV8kgS8uPdFPb9f6kY/vPlhrLy6Eu8cfqfmH0ArTSd714ciEvyv8cBfE0SYSkF+iRej7jG5VMzqHwR/Q/KfiqDjbHEz5ZbW6q007g68G82cRZFKXV3a8SD5BBXI1P19stOT+G/Cf5yARzHWX574UntZso6jTrLKRIUH25R/x0C3WG7u3LzWu8gFmZnIPC4cPWz79qnV25ZIJJL6RL0qkv/++288++yzePPNN3Hy5El06NABw4cPR0xModeqLgcPHsS0adPw6KOP4tSpUxg3bhwfzp8X1lD1EcUrOTUiHc75nhibKorTiAKhYS2rk6wM1xUrkslz+eJaravFvecKJRPuyUAoFR2aqf0xHUSRvO1itIjS1rneapNaRJ4VDhZ8g18b9j1uIFBn+MldT3LqWnev7ni+W/mihUku8GHfD1mbTEv+VMCRRnbR+UV4bvdz7AFMHIk8gisJwuu6xmhNSYKmIoyF/Kpv7BSBLQe/BQ5/X+LFWno54Pzbw/Hi8GrQ5Oo4W9zSFMlldZIpoW7VPatwcNpB/D78d/yv2/84we7B1g9i4/iNmNV+Fksmnu3yLBfDO0N34niUcMOg51kZuiutc2xsZBw7BnVuLsx8vGHRuPSdCIlEIrmTqVdF8hdffIFZs2ZhxowZaN26NX788UfY2Njgt9/EkmdRvv76a4wYMQIvvPACWrVqhXfffRedO3fGd99pPHXrIbo2cMkZXTAyXQR7JOULLWZUKUUyFbQ0uFesSKbid9MLyEiPxk4bG7gnqeF1Olz7b48kNULVOcKnmGKF/Z3ZmzktOw97rsbq2b8pNnFV5siPPMDILhSkea0kZJH34ZEP8djWx1jfWxXo8rTsXp2k5aThyZ1PIjQ1lAutzwd8Xiz4ojQ8bT3xXp/3eHvxpcWYu2MuSwfUUGNKiyk81EmQ7ViN4t4ceHQ7MOFXYMIvwPifgN5PiP/teFcbFW0I6qRWSzdV00kucG3Kg3ZlaZJ1IeeQrl5dcX/r+/F+3/d5SM/dptBBo4lTE0xsNpG3Pz/+OUJSQrD19lb+m+Qs9QldqYWMlpZIJJIGUCTn5OTgxIkTGDq0cMDK1NSU/z50SJjiF4VO1z0/QZ3nks5PZGdnIyUlRe9gTFgpDhcWdkg+FQVvtfg7JYeGiwoQVYrcggrZAjXgbGMOd10HjCM/ASd+5wI509QEEy/YsSZZwSNZcbi4rpVc0AAfQS4XxLUYjf2bRzV0kmkg7/wqsd1rfqWvhnS8JDUgremhyENYdEF0/iqCWiNnISnEwL8HYtA/g/Dq/lerpVimDvJj2x7DyZiT7LLw9aCvS3RiKI0B/gNwf6v7eXt/+H6YwAQvdnsRr/Z4FQ+3eZhPpyE0Q/eZpBqv7HsFL+17CTEZhldkyo1fF6D9ZKD9vUCHqcBd7wJNhgDU0SYLP4oOryloJSTiNG9GO3jygCMNP1Znh3dOxzmwMbPB+fjzmL9zPr+/SPZCOub6RPp+jT+ytH6TSCSShlEkx8XFIT8/H56e+s4B9HdUlOhwFoVOr8j5iQ8//BCOjo7ag79/cb/iusRak0SWbeOG3NBwONgPg6lajTzkw8QsrdRO8mUdPbK2g3Rtm3AmoII3sCPMc9Xoe0os0zuMHMnH7slqjVeyZjmbjCbaiyJ5+6VopGfnFQaJVEcn+dwK4Yns0Rrw61apq6Di9uOjH2PVNU2xremmVqS4XXt9LcauHcva3g3BG5BTIDS/626sw5jVY/DnhT/Z7qsyJGQlYObWmTgXd47lEr8O/7VKxdYzXZ5BZ4/O7Kn85aAv8UDrB/g1bu/eHh3dO/L9XH55eTE/5md3P4v1weuxMXgjB11sCt5kMJAmODkY+8L2lSusRgu9x+75FiDbNApuOfAVagTNSgi/P81tcdNODNAF2AdU2vvYEDTA92g7EWt+M1nMADzaVhNzXk/IjYhATnAwoFLBtlflfLwlEonkTqHeFMm1xcsvv4zk5GTtITQ0FMaEZ2NhdRbj0wP5pmZIv2UFj3yhCzYxS2IJRGpWbul6ZKWQjbkErJjBsoYb7cfjUGYEel9SwyI1C+Y+PnCefp9OJ9lcawNHdPR3gq+TNTJy8rH48G1k5RbAwswU/s6FVleVLniO/y62uzwsCq0KX4UaX538ijvIBC2fk/sDdU3JV7o8kOPBawde42KIBrhoqX3pyKVYPHIxW4WR08Snxz/F5HWTeYCrIpA92CObH8HlhMtwtXLFb8N/KzGSuLxYqCzw+4jfsWfKHgwJ0LcPpIKZIHcGJemNZCgv73+ZO89kX0Y+vSk5KezR/Nye57iIp0FAKpppJ2HsmrEs5SDP4ApBiYN3a9IMd38kkhOrG9I8n6D3jAkw8VfcpITIUkJEqgI9lx42wh+c3lNdPbuiPpGmCRCxbt8eKocq2CZKJBLJHUC9KZLdyxJwrgAAdtpJREFU3NygUqkQHS08SxXoby8vL4OXodMrcn7C0tISDg4OegdjIqizO+ycLZGttkSUZ3ek7j0Jv2yxjG1vm1Sqw0VhJ9lBSBqWTgFyUpHVqDdeUCUjvyAPk88KzbPTtKmwCBC2YS6pQKSJfieZupSjNd3kn/YGi/vmZgszVRXfUmHHgZgLgJkV0H5Kpa7ip7M/aa25Xu/5Og9iPdn5SW2hGJGmn4BmSAbx9sG3tdZeOyfvxFu930I793bo4N4BS0ctxVu93uKgihvJN/D0rqeRQVHU5YDS3R747wG+HBVbVNgq7gpVhRwwqFguCgWOkOwgMTuRO+K0E0G2cVtubeFOK3Wel41ehrkd58LMxIydMairPHTFUC6aSW6i8O2pbxGdrv+ZKhOSXlB8NXXdydKPEhTLC0k0KHacHDPIM7solzcBW14V28PeA1qO1HZ5y6tHrgi0w0SvPb1mpFuub5perdSij3S1kEgkkgZTJFtYWKBLly7YsWOH9rSCggL+u1evXgYvQ6frnp/Ytm1bieevD6hUpug4VBSvoYHDkZeSiq43xA+1t01UqQ4XV7VFsh2HhiDpNuAUgM+adcW1pOvoEucAj9A0mFhYwGnSJKjc3ABLC5iqgdwMU+QqFltFJBcUhV1tUosTGt0w+SKTD3IFIYmE4jVMutx7W9zL2z29e6KHdw+WHXx/umS3BSU2OCYzhjuRZLNGkdBFi9GJzSdi/fj18LH1QVR6VJkdaurc/nTmJ+7KhqeFw8/OD4tGLKqRQq4oVAiTrZwiOaHBM/JPpsfxUb+P0Ne3Lw8LzukwB0tGLUFTp6bcSaaimgr5uR3mYtukbSzdIAeOj49pOsPlhQrJ0V8B1i5A9Dng1J/luxytKqx/UrwnyDHjl8GiIM4Rw6eIPAP8O1N4I3eZAfSaxyeX19mislByHjlidPLohPqEOi8P6Zp5DDtp/SaRSCQNp0gmyP7tl19+wR9//IFLly5hzpw5SE9PZ7cL4sEHH2S5hMJTTz2FzZs34/PPP8fly5fx1ltv4fjx45g/v/LDYMZAqz7esLQxQ4alG+Lc2qPNVTG8Z2chOnyGdMnJGbnaoT4uZsOO8fb2pr3w9401vP30LaGJdRg1CmbOztwls/D149NcUyA6sBTwoaGdr6NetHWzqg7tZSUD5/8tlFpUkFMxp/D2IdEBntVullZmoPBUp6f4mDS4N5IoeKI45JNLmmMafnu3z7t6SWlFoYhiKsQJGgq8nSIcRooSmRaJR7Y8gu9Of4d8dT7ubnw3/hnzD/zta0/vTh1xSowjbfEfF//g06gjOjxwuN75SPbx9+i/8VqP1/DNoG+wZeIWHljzsvXigBOyQaNOM8lRKgSlEA58SWwf+KZ8Q3zb3wROLxHWck0GC7eTQ98B3/cEzv4DLJ0KUBJh0CBg5KdaaU5NdpKNgcyzZ3H7oYeRdeVqxS537hwHFZk6OsKqXbsau38SiUTSUKhXRfKUKVPw2Wef4Y033kDHjh1x+vRpLoKV4byQkBBERhYGXPTu3RtLly7Fzz//zJ7KK1euxJo1a9C2bVvUZyyszNC2v5javx1wF9yCC2CbqYZaFV9ikXxFo0cmHbG9lTnLGiJVKryRJBwBHvebCqs9Ylnd+T7RdSTMfX0LvZLNTIEEUYAQVEQr3WSiWVU9kqnwoYE991YiarpIJ3b1tdWsoTUEdWdJ9kCdYrI9m9+p+I4QySVIr0uuBCQbMCiz0BTZD7V5CB09OpZ5l0nK0MenD9/uR0c/KjbYdjb2LCatn8QOFuSM8EHfD/Bxv4/Zcqw2oW44FcoKL3R9oVhgiQJJNqa0nIJBAYP0Bt9osFBx0fjgyAes8a4QnR4go2+xgkErGaVBhbTik03Dfw+sBu5bATj4AUkhwKpZwpPZrQUweRGgEjuKFN+tuHTUhCbZGIhb8D0yjhxBQgnWl2VKLXr1golKxMlLJBKJpIEUyQR1gW/fvs1WbUeOHOHUPYXdu3dj0SJ9m6/JkyfjypUrfH4KERmpcWyo77Qb5AeVmSlSHBoj1a4Jel5WI9NE2NUZsoG7EpVS6I+clYy82Ct4ycMVqfmZPIA0+YoTBwxYtW8P63aFOxHmvj6FXslFHC4IRZdcZY/kUgb2krKSMG/HPLxx8A3M2T6HLct0PY+pMJq/Yz5LBFq5tGLfYJISGOKJTk/w/3aE7GCJhK6W+MOjH7L7BXUg53UUS/dlQTsKJMmgYpIK+F2hu7T/OxZ1DLO2zuKBOBr2WzlmJcY0GVNnOtZH2j4iwkq6Pl+phDiCdMvUVaadkp/P/lyxC1vYAD3miO39X2rDaYpxeimw7XWxfdc7QCdRmKP5MGDeYaDHbDGkZ+MG3Pe3nixHkVq4WLlwp7+hQWl56YcP8zZJJyriNpKuGdqTUguJRCJpoEWyRGDraIkWvcQA4m3/u9DrshoJJllldpK5SA4/iR02VjhpZcWWYR/1/gAp/6zk/7toHC0ULPz89L2SlVQzDa29HTCtuz/GdfRBY1eR1qeF4ohDjgDb3wYWjebY6xIJP1E4sNehcGDvYvxFTN04FQciDsBSZckFLsklJq6byEUodZj/t/d/uJ50nS26vhn8DWzMS443plCISc0m8fbXJ7/GiH9H8JDf+hvCBo2un4psSlkrL6R9faj1Q1o9MzlIHAg/gLnb57KGl7TQ5GDh71C3doL0/CwcvpC75JWFntuXu7+sTZyjOO0K0X0mQBrv6PPCfrAo0ReBdZoQEgoj6SMkMlos7YVbxlNngHlHARd9SYUitWioXeT0Q4ehzhaSp7yYGOTcLFzZKY3MCxdYpkHIoT2JRCIpH9VnIiqpdToNDcDFfRGId2uH5jGeSDeJA0yzSugk69i/ha/HIRuhtaUleKfj1xAeFQWVszPsR4zQXiY/twAmXhq5RZIa57iTrF8UUVf0wwnti0dKH1oAXNsKZCYUnn5rvxi6UjqDCrFXgZWPFMYbWwuf2zXX1+C9w+9xvDLpd78c+KUIv9j/CifUkc6XhslI0kAFNGloqctZFi/3eJkvRy4YdD0U56xA6Wn0v4ryWPvH2DmCOqzP73keByMOsgSjv19/fDHwC75/DQWSmAz0H8j67R/O/IDPB35e/gvTa0srBaQtpm4ydYcVqCu6+SWgIE+4YVAYSUk4NzJ4ckWT9uobabsKVyqI9IOHYBkUVOplCnJyEPnyKzTpDPu7R8Dcu3D1RyKRSCQlIzvJ9RgnTxs0bi0s6lKcB0OVr4apeUKxTjItyWqLZOokhx3HEStRtFGXM3GJ8BN2mjwZppbi9Pz8Aqz67ARWbbNCrpk1d5LDDHSSDbJuPnB2uSiQrRyBthOFWwW5EKydVyirIG7uAxYOFTpV50BgsLDzIunC6wde5wJ5gN8ALBu1jDWxpBMm2cKk5qIbTAUyQUN2pDkuDySNGNt0LNaNW8ddY2WAjlwdSE5Q2Q7r892e5+09YXu02uivBn7VoApkhfkdheabZCvk7lEhKEWRrOpCDgIhQjrAXNkE3NwD0PM14qNKeWQ35KE9+hyn7d7N2zbdhWY//XDJ6aEKcd9/j+yrV6FycYHX6xoZi0QikUjKRBbJ9ZzWg8SycqpDY7glA07m4YhPz0F2nggYIaiznJKVB5WpCYLcbBAecQJh5uYwM1GhfboLMkjjaGoK56mFModL+yMQczsV2dlqpNoFwCUNiIIK6iKd5GJkpRQGRkz/F3ghGJj0mzh0f1ycvuFp4MjPwOllwF/jhasFJevN3MGWdMSKKyv4eGyTsSyh0NWXUkH6Zq838d3g71jrSw4T5BhRUXSL5V+G/cKWbIZ8hsvL8EbD0dunN2+PCRqDT/p/AnPNQFlDg3ZYunl1Y7eOokl+ZeLgLbyTCeomE+SasuWVQplFCZ3islA0yQ2xSM66cBF5sbEwsbGB+1PC9zvjyFG2diuJzHPnEf+LsCf0evNNmLm41Nr9lUgkkvqOlFvUcxzdhWwiy9IZHslqmNhGICENiEnJhr/Gnk3pIlPYh2VqKI6AhtWs0da1DbL+ES4DdoMHccoekZOVh6MbCrWOmZSalnQF9qmmiM1JhkdGAmDjUrK2mKy6qNhtNrTwdOoKkpbUzAI4+C3w3wuF/yOJxfgfAXNr7aDe3nBhMUb62ZKG8Ab4D+BDVaFimXyUqwpJT74d/C0n6bV1a1vi/W4oTG81nXXhK6+txOwOsyuk40bvp4CTfwFXNwPRF4Q0J/EWYOcF9H2mUveHXEsUGz5DmmR1fj5SNv0H6/btYNGockV4XaJ0ke369IZ1x44wdXBgS7esCxdg3aGDYZnFKy/TshBHzDsM15G2SLSkJmThyuFI3D4fj7YD/NCiR9mSLYlEcmfQsH/F7wDsnEVhkm9mDa8kKzhZxxULFFGK5OY8tHcCR6zFZXo7d0HyGlEku+jYvp3aGoLM1MJo62x3UXC4J2scLkqTXGj8l+Gnb+GmLZRJZ9pPyBKYPk8Dk37XFsjE5lubkVeQx04V1ZVGV1tQJ5o0zQ29QCYG+g3kJD+yzqOhxwrh1hRofY/Y3vYGsPczsT30LcCyclaCkemRLM+hYBQfO7HDp0vcDz8i4oUXEPHi/1Af0RbJAweyhZutxtmHhvkMEffdAmRfuw6Vqys8X3+tVu+rsZOfV4DrJ2Kw/pvT+PPVgziy7iaiglOw7++ryMksh4e3RCK5I2j4v+QNHHNLFSxMREHrkeIMU/NE3laG95Izc/HXYdFda+vjCHXoURy1EkVyz7PZKEhPh0XjxrDRpBCmJWbj9LYQ3vZvLbrFmbbe+g4XRWzg9Ag9Ko6L+BzrFcpDXgcm/wHc9w9w19ss9dCFnCaI0UGjK/u0SGoBlakK01pO4+3FlxZXyI6MUTrG17cDOWmAb5dKR5Hr6pED7AP0/J2JzDNnEPfDD2L77FnkJ4kId2OD7ltueHix03OjY5B1/jxv2w0Qqyc2vcTqh5Kip3c9p08j/leNzOKtNzkcSFLIxu/PYssv5xFyMYFHJXybO8He1QrZGXk4v7f482+I9ORsnNh8C9sXXeRtiUTS8JBFcgPAxloUJ87pTshSpfF2VHImFy0v/XsWYYmZ8HexxvSeAbgRcQRxZipYQQX79fu14SGKd+/R9cHIyy2AdxNHdBom9MHp5s7l6yQXFOh0kruVfqfbjAOa66e9Ke4EZ+POcid2ZFD1eFqTLjN1507UF5JWrcblzl0Q/tzzyC6nxVddQYEklEpIFnwkvagQPp1EWp7CiI+L7TBVhJKcLWhHMPzFF1l2wKjVSD+q2ZkzIrKuXsWtqdMQPOYepGq6xgppe/fwMfmYm1FcvCYUhMg8eZL9kxXy09IR/sKL/Hl0GDMGDnfdVauPw9jJzsxD6CXhutNlRCPc/25PjHu2M7qPEe+b09tDkJtTONOhS0GBGrfOxWHTD2fxx8sHcXhNMK4cjsKuxZcrvpMokUiMHlkkNwDsHETXzC7HGYmm2Vq5BXWQ/zsfBXOVCRbc1xkOZgU4kioKidEpgci9EcxDQI7jxvJp8eFpuHRIJBb2ntgUTh5C05yeb4UCE1N4JCmd5BKG96jDnJUEUJSzV+Vib8kDmW/fpzf7+laVhCVLcGvKFITNnYe0fftg7FAXMeq996DOyEDKxo0IHjUaES+9jJzQUBgjDhYOuKfJPdpucoUZ9Kpws+g2E/AvY8eqDLQeyY76euTojz5G7u0QmHl7c9FIZBw+AmMjec1aLmwLMjL4/Zrw55/awittlyia7QcN1J7fIjCQHxOFAGWcPKk9PfqDD5AbGgozH294SZlFMaJuJHP32MHdGj3HNYGju/iea9bNk7vJJDW7uD+i2OXUBWps+PY0Ni44i5tn4vhvz8YOMFWZ4Pa5eJZvSCSShoUskhsA9u4ixMMy3xmJKjVgkodDN+Lx3oZLfPrLd7dCez8ndp04YikK6t6hIh2Pukwqe7F9cNV1/vFo0tkdXkGOsHOyhJm5KdRqE2RZuXInOYw6yaFHhBtBSVIL387amOCKDl4p2lZyh6gKNKQV9cEHiH73PdHhphr+14UwZqgginzzLS6QrTq0h92gQXzfSTd+4+6RiHz9DaPsLN/XSujZyTeZfKdvJN3QBrWMXj0aISlCvmMQKoxfDgNGajTJVeBmSnH7N1pBSFqxgmU+Ph9+CPthoquqpNYZCzxUuFG893kIr6AA0R98iOh33+VOuCKpID2yAq3+2PYUkosMzf9TtmxF8qpV/Hh9P/4YKgdhESkpJPK6kNr4NNVPZFSpTNF5uBjoJMkZ+cTrQg2E0EuJ/J3YYbA/pr7RHZP+15W70QTpmbPSC2c5JBJJ/UcWyQ0ABz+N04SpCyxy1bA1i8blqFTk5BfgrtaemNFHdNbyQo/guEaP7Hshlo9t+/XjY1p+DLmQwF0R6q4QJqYmcPQQA3WZ1u5Ck2xhAaTHAudXFb8jYUfLJ7UogZPRJzmMw9bcFoMCdJbhKwgtN1MnLvHPv/hvl0cfAczMkHHkCDLPaezpjJCU9euRvn8/TCws4PPhR/D/4XsE/vM3bPv2BfLyuNgLvnskbk6chPjffkduVAX9iWuIIMcg9PHpAzXUuG/jfRi3dhxHftNrSW4TM7bM0LpOGIQcT6oY1b0peBOORx3n7RbOLfiY7NIiXxWdVJcZM2DbswdsyV/YxAQ5wcHIjY6GsZBx7DjyoqPZsSLgrz/h8cILfD8Tly7DzUmToc7MhJmXFyxbttS7nG3vXtrhPXo8kW+8wX+7zpoFm25V68w3VCI0RbJ308I4c4WWvbxg62jBsxmXD4tVNSI7IxeH19zg7e73BKHvvc3g6iMGTLuMCISzlw13oA/8W8EESolEYtTIIrkB4OAjOiLZVk5wTwY8LISkwtfJGp9Oaq/VG18O2YtUlSn80s1gcuM2/wjb9unNy4bcRabhvv6+WpkF4ajZzrD2gFM6kJEPpNL1HV4gEtJ0CT2mN7RHndGM3AxEpkUiOCmYI6RLgxLrCArhIJ1rZciNicHt++9H2p49MLG0hO9XX8LzhRfgOGoU/z9+4W/luh6677HffoeQRx7FrWn3IXjsOFwfNhwhjzyC3MjCH8/qIi8hgTuHhNvcubAMEt1Q6/btEfDrL2i0ZDFsB/SndhdbfsV88gmuDxqMsKee5uX50h5HbdnBEUnZSTAzMeNEvg/6foAmjk0QkxGDRzY/UnqhXAX2hO7Bq/tf5SJ9Sosp7OFM0KBefmIiLFu0gPvTIt5a5egIq9ateZt2moyF5A1CZkQ2baYWFnB99BH4fvM1TKystNHTdgMHaD/LCjYah4usixcR/vQzKEhOhlWbNnCfP68OHoXxQ93hmFvC7cfHQJFsZq5Cx7vELMbJLbdRkC+6yUfX3+QimIrh9oP99C6jMjfFoAdaASbA5YORCLuskzIqkUjqNdInuQFgr7GBy7J0gUcShX9EwCzTBN9M6wQnm8JwjMMJFwEbYHS0B4AQ/jGlqXfqmMSFpsHCSoWuo/T1nErBzF7J4TS8B4Ra26E1BYbc2gc07i/OmJkExF7mzSVZYfhtxRD2O84pyNFeF0Vgv937bYOPISsvC1tubdFKLUiDSz/66pxsmNrZw9TeDip7B9j27g3HCeOLFQtEzq1bCHl0Jut6yfbK//sFWv9Yl0ceQfLatUjduhU5t2+X6ZObsmEj4hYsKHZ6bkgI3wYVrdXpGEAFMjkuUEFHBVJRbLp0QcBPPyEvPh4pW7YgZeMmZJ44gdQtWxASGwv/H3/QW1ovyM5GzCefImn1avi89y775NYkfX37csALSWZoJ8fZSjw3vXx6YeaWmbiRfIML5YXDFxbTDFcFGhZ8bs9zyFPnYVTQKLzS4xUdpwixauA2Zw4Xngq2vXryjgZ1Xx3v0djQ1SH0WqVu2crbDqMLZUYkhTJfvBhhc+ZwV9xBJzJewdzDA5bNmrLVW+apUzCxtobPp5/yaoSkODG3U9j+zdreXLtKVpQ2/XxxYvNtpMRl4drxGLj52eHcHuF40W9Kc5ZlFIUGndv19+Xz7VpyBdNe7w4zC1WNPx6JRFKzyE5yA8DORRTJ2ZZO8Eg0QZdG2Vg6qye6NNIp4tJicdRETMB3DBOFr23fPsjLyceRtcH8d5e7A2Ftp//jqpVbOPoVOlw00QR4HPq+8IzhtNStRr5zI/xw+S/uHioFMvnWEquurWLdqiF2huxEWm4avGy90NWrK2K//oYLGeXHP33vPtZsRr76Kksp8hKF1Z1C5vkLuHXfdC6QzQMCELh8mV7AglWL5rDt34+1nvGLFpX6fFKxGv3RR7ztdO+93NHz/+UX+C/8lZe8aak+dPZs1opWB6m7diFlwwZ2dvB+712YmJes5zZzdWVP68Ali9Fo6VJenid3g9sPP8zdaCL7+nXcmnwvEpcsYX1z7ILva7yjTDstFBV+b4t7tQUyQcOXVBhT5HdMZgwe2fJIhWKsqej+6+JfeP/w+zgSeURvNeJ83HnM3zGfvZHJs5miyRV/anq89DoRVETqYtNTI1E4fNgoHAlo1aMgNZXfWzbduur9z7ptGwStX4dGy5Zq9cdFUewbCc///U+7CiEpWWpBXWRDO9qKrWaHISKq/sR/t1hrTKttQZ3c4d+q5MRCkqnZOlkiJTYTh9cGG8V7q75Acr8rR6LkcyYxOmSR3AAgDR0VqGpTM3im2CEL8ejeWP/LPCf0ME5ZWsJErYbLBTG5bde3L87sDGX9nZ2zJdoP0l9GJJw8NZ1kS1c+ZocL3/bin5SWFnddT2pxzqcNh0vYW9hj88TNOHLfEZy4/wQebvMw///tQ2/z/3UhKcYHRz/gbXJKyAsJRcqmTfy3z8cfcZHq/f77cH38cS4g03btws2x47TDV+kHDyLkwQeRn5AAy9atELh0CSz8xY+cLq6PzuTj5FWruSNbEjGff478+HhYNGkCr9dehcOwYbDr1xd2ffogYOGvvGSfdeYswp58Cuqcwk55ZUj691+EP/U0b7s8+CCs25XfFcSmcyc0+mMRVC4uyL54CbcfeBDxvy9iDWv21avcTefl+hs3kHXmDOoKV2tX/DrsVy6UYzNj8eUJTRR1GaTnpuOZXc/gk2OfYPmV5Zi5dSaGrhyKj45+hG23t2H29tnIyMtAd6/u+GzgZ9qdMYL0vSxDMTODRYBYPlew6dIZMDdHXmQkcm/XjASkIqSsFzIjx9GjYGLAAk/l5ASbTp1KvLzD3XezdMp++HA4Tbm3Ru9rfSfyenKJemRd2g30g4W1GRKjMhB+NYklFX0m6e9sFYXOP2Bac94+syMUKz86jpAL8bLwKwPymCbHkO2/X0TwKTErI6k9yNbw0sFIxIYKGZJEH1kkNwBMVaawsRDaOZcMZ0Rm63dZiTPBW5FlaopO0WZAUgpMbW2BoFY4uVkUCT3HBhlcHlTkFhmwQb6pmXC4KMgEmtPSrxo48oPe0N5+GxuthRulsdmY23DHZl7Heew6EJcZx0WOQnR6NB7f/jgXzu3c2uHRto8i7pdfuONLoQmOY8dykeo0cQI8nnkagSv+gUVQEPJiYhAy4xH2gw15fDYXRDY9e6LRn39qfWSLYtO9G6zatYM6OxuJS5YaPE/G8eNIWrGSt73febvYsrVlkybw//knts5LP3CA7dnUGveMisCRwW+8yYNlVGiTk4Wim60IVq1aodHixaLDfeMGYj7+GOqsLNj26YOgNau1UcRUjNclVCi/3/d9mMAEm25uwumY06Wen/TL0zdOx87QnVz8jggcwXZz9P5ZcmkJnt39LL9n2rq2xTeDv4El2cjpoHSRaWepaGfe1NoaNppVhvQ6toLLT07WJukp9nQVhQroZgcPwPfLL0rsjkpEMRB5QymS9Z0timJpbabXNCAHCwfXsuckGndwR6/xTWBmqULM7VSs//YMVn92EuFXin8n1wQZKTnY+ut5BJ+uP8Xmme2hLIEh9v59lX2sJbVDTlYee37v/PMSNv98Xu7QGUAWyQ0EW3tR4NpnOSMivzCSWuFInChKhoU7atO6jm8LR05WPtz87dC8u5fB6yXtHmmVaSoly8qNHS54AKvnXHGG00uBjAQg7AT/uS9HfDn38xWuGQpWZlZ4r897vBxOA3o7QnZwkUPdQFp+D3QIxIIhC2AemyT8Yqmwmv14sftj1bIlGq9cAafJk3lwkBwhkJsL+xEjuHhV2ZUcaUwFhKL3JSlC0YE3pXAl6PpJB2zwOenQAX7ffMPdSOp4x37xBSoCDf7dvv8BJP3zD3cAqTj2W/AdTDXOIxWFltdJfsE6azMzdkbw/+VnmLm7w3HiRD4PaZhLG/CrDVq7tsa4puN4+9Njn7KUwhD7wvZh2oZprGP2sPbAohGL8OmAT7H73t38HiHtMQ12Umz5D0N/YDeUomTf0BTJTYIM3oY2ra6arOBoR6m0H5icsHAOh6Hhz+T1G7TnTdm6lX2OLZs1g1ULMXBYGUgfb6gLLSkkISKdI6dJTkE647KgAT0bRwu4+Niik2aYrzyQjdwD7/ZCh6H+3IGmwnzNl6ew9qtTNZ7Mt3fZFdZRK4PYxg5Z5ikJh9SJz0jO0bqISCoGBeDs+usSLuwrZ2JkUjZWf36SPb4JkgklxxaGEkkE8lu1gWDvJroc1nlOiDJVo0DXx7ggH0ey43iz5W1Nt7hLf1zQDKNQcAjZvZVUWGodLmw84J6kxqmYUwh1CwI82wG5GcDml4HsZMRZ2uGixqu2j2+fYtfV3r09ZrSZwdvvHHoHT+x8gpPa3K3d8eNdP7KWlb2M8/K4iClpidnUxgbe774D36++4sKQhvJ8P/9MbzirxOeJhqH8/bmDd3vGDB72U6AYX+pAkkzB4/nnSr0eu7592HeXL7fwN2ScPFWuRLXI11/HjRF3I+vsWZZt+P/8M9xmz65ygWPu68va1Wb79vKOgHJ9ZANGGm0qkMlD1xBpe/dqi7WSoKKutP+Xlyc6PQEbMxtOVaSOclGow0zvi9TcVHR074i/x/zN7xt+jCpz9Pfrj4/6fYRD0w5h+ejlcLIyvGyec1OjR25suEhW0uoySJdciZWAoomOVzp3wfXBQ/j1Tdm8hd9fRH5aGmI+/wLBI0eypp4GPyNeeAHhTz4lhjA1UovKdpElFfdH9gqiAJCyP280n0HF7r0vd6vwEJ6NgwX6TmrGl283wJetNcMuJ2LVZyeRElczhQh1j29o5ArJMZk1djsVgbTct8/H88CkIc7vCUNudj5cfW0x4vG24rS94YgK1pfkScrmxKZbuHggEvv+ucY7g6URF5aKlR8f54F9aoQpskp6j0r0kUVyA8HBRxQLapULLLKBuJiz2v+lR53BeQsVrLPVsLkuUqGibFvy8qNvC2f4tyx5GIVQPkBkA+eTZo58dT4Wnl8I9NJ0k88u56MD3s20HcOS0vLmdpzL2tSErAQutu3M7bgbSNIMsm9LWimkDm6z55T9mEcMR5Mtm+H54gswUZXvR4zO5/32WzC1t2ddcfD4CUhc/jeyg28i/sef+DyeL7/MBWxZkIbUcfx47mjTQCG5FBgibd9+3H54Bm7eM5alHCT3sO7UCYH/rmStc3VB0pCijhu0k+M0YTxvJxuQXCQsXoLQxx7noo26nFTw56cWatPIVYHkL8Ej7saVbt1ZjlIV3G3cMav9LN4mbTJZBCqk5aThpX0v8ftraMBQ/Db8txLfRypTlXZIzxBldZKt27ZlyQwNaZJ+uyrEL1zIEhfSONPrG/7007jaqzdHTN8YPgLxv/zCkhqya3OdNZO7/anbtnGaYsYxoeV3HFWz7iOS0v2RS4KKY+oGVxYa5Os/rQWmvdEDDm5W3K2jQjkxqnJDv7SzqkgTdKGiaO9y8T5WGh5K9HZdEXEtkQuxDd+dwb8fnyiWSEidzzM7w7Tdd/odatnTi1V8FPOdr7Hfk5RNUnQGTm0P0docKjtLhogNScWqT0/yLBJZGlIgTosenvy/sDp+zxgjskhuINh7iOXDLCtnHq6LiC4skk9cXYc8ExP0v2UK5Odz9zUyUrgENO5QdvSzbqCITVouLHPUWHt9LSICewO2ZCcHPT0y2YGVhIXKgmUX5KVLWlPSkyq+tgm/L+JiggpI0g/XFGQjF7R2DRctFNIQ9dZbuHXvvXzbFNzhUIGCxfOl/0Hl7sZetnHfFbeMS/jjD4TOmsUdS3KvoOGqRkuX8MHCr/igZE3gOG4c3zYVuLqdc9o5iH7vPd42tbPjIi/m009xfcBARL37HsKeeALXBg1G7OdfsG0eFYKRr71e4s5AeXmg9QPwsfVhB5Q/LvyhPf3Dox9yAAn9750+73DnuLJonS2CgkrcobDpKuQ0ZAVXWfLi4pC6fTtve739NlweepAHPklTn3n6tBgADQyE3/ffI2DR7/B47jk0XvEPW/1RgU47WDZdu/JKgKSG0yyvVbxIri6o0TD+uS5w9rblZW4qlKlYqSh7ll3Fz0/twdH1wVoPZ4LcNOh6KWq78zAhDQm9mFBnBRvpXFd/fop12VS0U0OGtNLkYKFA0d9Zabm889C0i/gd6T2pKaxszVkaQ6mHkvK9t8mBpSBPDTMLUdJdPRpV4nn3r7jG3XufZk6Y8EIXOLhZw0/j2hJ2JZFfK0khskhuINhpvZKd4ZGsRmT8Ff67IP4GVlwXHcQBoaLYterTTzvlXVYXWW94z96Hj4eYt2Nf2oWX/gK6P8an0eLOgZw4g3rkorRxa4OV96zE2rFr0c1LFMNk6Zb499+87TZndo0PIJn7+CDg99/g8b//8WBXQVoaO0F4vflGhW6bOs7eb73F2/G//cZWdLoFcvSHhVZyTbdvg9/XX8Gmc+daHbAy9/Jiuz8iadVqcfzvv7xzQJBcpdmB/fB+/z22SyNpBmm2U7dtZ+mLdceOXACSxpmK7PifRMe9stCQ3bNdn+Xt387/xpp08shed2Mdd4c/7Pchu6NUFuqEUwecoCHPkrDVWsGJSOfKkPTvKvEcdegA5yn38ipEk40b0HTnDn4+fT79BEHr1sJ+8CDta07DllQou82dwzusbjL4o8ZJjc9CenIOyx48G9dNVDc5CI1/rhPcA+y5OFzzxUnEhaWV+/IkQbiwNxwF+Woc23iLC+3k2Aw+/dwe0ZEdOL0FDw9qC55a6MZSwRVyMR6HVt/gzvHStw7j5pk4Lo4pnOqhD3ujVW9vzp7avugiF8fUDVeK4E7DGmnlLyRx6TNZuIjQY6THJymdm6fjEHIxAaZmJhg5p732tadOcVHofBHXkqAyM8Vdj7TmHRLCI8CeNeHZGXmV2nlryMgwkQaCveKVbOXCgR8RKbehjjqPT1bfi902KpgVqNEkVHwgMpr3Ql5EAQ+lOHsXpuuVhDZQxEbs7U9zGIxNqeex6voqzBqxFF4HvsJZMxOk5mfC0dKRXSqKQkUwWVkphUITJxF9rcBd5IwMTkNTorJrGtLtus54mFMH43/6GfbDhxm0jisL+yFDOKyDhvhIdkEFUOKyZdoCmQYQ3Z96qk6dB5wmTGSv6eQ1a8RKwmuv8+nODz4AjxeeF7KMiRPhOGEC0vcf4OAV8mR2mjSRh8oIev3Cn3oKcb/8yo/XsmnpllilMazRMHT26IyTMSfZFvBsrFj5IHeTzp6dq/RYlS6ymYdHqYOcFCpCZB47znrr0vypDUFaZooKJ5ymTCm2E0bPZ0lQJ9v9ySf5IKk9qQUVqOZ1GPJBReC4ZzqxBIEG+s7tChVpfWVAHcCDmshrCi6Jj0hH9M0U/P3eMVHoqEWkNjU9qBNoaSMKHurkegWVLR2rDHSfjm+6xQcq3HUJbOeKXhOawsVbDNUOur8lF2akNyYpxc2zcVzEkXab7rcuLXp44crhKNbH7vzzMj9fJc3M3OmQZGXfCiGz6TysEft4k3MLNcGuHY/WGzglfbgyFNl2oK+2sUbQTopvcyfeuaHESM/Ayu1I5uXkIyU+C6kJWbxjSgcyBmjWVcg56iOyk9xAsHMRFlg5Fg7wSFIhMuEa/lgxHktsxA/CJ/6zYRIVz44McWaiI+zX0rlchZsit8hW2SFPZYmAdGvuAOcV5GHhjVXAzO3Y3/MhrfUb6UUJki/QJP+tKVNxrVdvToAzRG50NBL+/JO33ebNrfVi0qp5cx78I6u5yuL52qtQOTsj+8oV3H7kEaMqkAnqZNL9I+s8KuSpreN83zTufOreN9omnbTvZ5/C8+WXtAUyX8ewu2A3eDC7iZALSFUG3uh2Xuz+IlvC7Q/fj5ScFLZzm9OxbC16WZSlR1YgyQMV/tQ5p+E7Q9DOXcKSJYj58qti4THpBw4iNyyMA10c7i6ehiepf/7ItQF17DqPEImfYVdF8V6ebiEV1Wbmphg2sy2mvNaNl8upi0sFiZWdOfpMFJ9VU1MT+GlWCGtKl0wF8qFVNziumwpk6pK36OmFIQ+1woMf9MaoeR20BTJBRW7/ac3Z8YO4dVasOlJoC0WBF/1uoI442ehR1/P09tAaeQwNAQq7SUvI5iaZ8p5SnKqKSi6un4zhQT1zKxVbGhZFCcoJvVS54b2Qi/H4/cX9WPb2EWz49gz2LL3C0e5UeNdnZJHcQKBugspU7M27pjphu0kWPncQe4rPt5+LLlFioIuW+sNviCU+vxYu5b5u+hJWdMmUaje7/Wz++99r/yLa1gX7kq9qpRb5KSmI/fY7XBsyhCf5MzVBFgmLFunJERRiv/2W9a7WnTuLIqweYubiwoUykXn8hFEVyErn0vGeQgcFsrjzfO21Ct03Oq/X66+xuwil/CX9I7qolaWNaxsOjyHI0o1kFrqBIJWlLGcL3ZUE0qUTiUuXInXnLmSePct2bak7dghNdv8BiH73PZaYkCe3Or8w8S/xbzGwSl7e5L0sMX5nC58y/JFrC078MzXhQT4qckuDBtgOrhZdZCoyqSAlz+axz3RiT2YavqLiVPmOJgJau9SYLpkK5AMrruOURi7Rb0ozLoyHPtwaLXt5a1c1DX1/9JnYFF3uFgUadbtJjmEIR3cb9NWEtxxed6NCspQ7haibydrXoO+9zbQrJKTvJlkRFcTxEeJ5I9kN7dAQHYcGFEvWVZpmROSNJO5QV4SEiHRs+fk8W8pSEU5uJbSaQKE8jduXPfdkzEi5RQOBvoBsbU2RkqqGY7YT4s3E3uD9LabiwY6zEfaTcKIw79UPMWdS9D4U5cHJwxpRabnscJEbHsadZGW5/NPjn+JywmXuCpL1W/jcZzgFT1nydpo6BdmXLvNEf9S77yBw2TKtRVn2tWucgEcoy/71FZIg0BBX6n+bjapAVnB+4AGk7tgJu4ED4fnKy5WynTP39ob7008j+oMPEPPZZxyCYu5ZOLxZUZ7r+hxlRWJ44HAEOgaiOihvJ1mxgkvdsoVjwTka3ACWrVpxUEvazp1s50ZuKrT6kbZLhICQFllinFCBeXhNMCfnEd5N6r6TrHSTSfoRcysF4VcT0bKnd4nnvbgvgi3dyKqLltQVqGNMrhB0KIpfK/HdHnUzhcM5KByl+obEruHcbqGBHnBfixILXUPQ92HPsU1YAkLFPj0PJdG6rw9unYvnrvP23y9g8kvdKuw0Qvf3/J5wLshLygKob5Cc5tTW2zi67iZvB7Rx1RvAp6ZWo7au3MG9ejQavcbZ4fKhKB6opB2pjppuvqHhUnpNSAZDO5UBrUXKbllkpuZg4/dnuEAmqcfYpzuxtKah0HAeiQT2rmIP3jrXmZfThwfchRd6vMzL4+lHRSJeql9nHqCgD0RJe/yl6pKt3ZF1+Qpf/+wOoptMQ1dEW7e2sI/PFAWyiQl8Pv0UTXdsh/vcudy1pA4k2a4lr1qlvV4qOsgJgPyLS4verQ/QD4Dv55+j6e5d8Hj6aaMqkAly06DhQYraroovs/P0+zi5kIYdY7/6qkr3ibyxKYmP/I+ri7KcLXRxHHsPXB56iNMdrdq2hZm3N2uTaUjRZcYMNF67FkGrV8H7AxGbnvDbb0hcsUJYFebnw7prlyppsyU1B3Vo13x+Ujsg1m1UoF63ta7xayEK2dLS+KjAPbpBdAC7jWpcalGpC3Wa6TuedKjh1eR9S9dF7hpcIJsInXFFCmRdAtu5wc2v9OFc+v6k26Cdg/jwdBxZJz7XFYGKPbLG2/bbRdw6V7+X/Ym0xCys++oU7/hRgdyksweGPdq62G+NruSCusLHNor3EMksLKwMv4foOrQuFwYkF5lpOdzRp/eBAtnN/ffTOaTEZbFLyd2z2zWoApmQneQGhL2nPXArEwVmzhjvOgSv9v+Q3QLST57ioTiVmxui0qjYTaxQF5lQAkUyHXyQe34L0nbvQc9BA9HBvQPOxJ7RWr9RkAJBtlaOY0ZrL0/dRrcnnuDY5JjPPof90KEcrsGRvCoV3J99Bg0BKj7JTaIhQ17TVGiT1jx53Tq4Pf4Y25wZA6SDzwkVGkaLIP3hUEOQTIK013rXoUnD0/3hIU9scvaI++47RL39jnYg0LnIwJ7EOKCCiJwUstPzuLAc8mArBHUSrg/Ggm8LJ9ZskhMBvecM7VTT/8kJgwre1v3ELEl5IY0pdQ9DLiVUy2OnYpPcNahApueTpBU1DQ32DZzeEv/9eI59gKkRRAfqKJuZmcLV167UHQddPfOORZdYy607sFafoEHN9d+e5oFM0mv3n9KMXwND75vA9q6clEt65e2/X+TuMHWJ2w4ofafGv6UzLh+MROhlfZlOYlQ6Vn9xCpkpObyjSe+tRm1cWL9Men+6rVFzOxiUcdR3GlbJf4dj7yYK2SwrF7wc8AhbbRHkVEDY9emtTdSpaJGsBIrk+LXk4/jfFvKHU+kmK3rklP/+422HkXcXuw6X+6ezxRj5w8Z89RUXy3zd906GZePGBg3yZZa8cUKWZ9R9pW5q3A8/wFjICQnh+0S+z2YelSsM6H1t6IeHhkodRo1iyzd6D9PQn30Vhj0lNQN1OjcuOMsFskcje0x5tZvRFciK9IO0o1TIUCeuKBkpOTizQxR5pD1WlSMlUBd/rS5ZxA5XhcuHItmZgj4Wiva4tgjq6I5WfbzZwYMKdXpt1311mi3w/nr9EO8IGIIilslFQxk+pwhs6ijXhi1eTUA7TFQgk0xnyivd0Kq3T4mrlTQMSV1mIlgTLEIrEUWHJIuiDHySnpk6xwTZ8K39UhTIBO20XTsWje2LLrHvNWnrh89qy/HtDRFZJDcg7BQbOEtn5ISFaX1ck1cLza/58HFCm2cC+DavaCdZDCalmzqyQwYNp1FYQh+fPpjaYirGNx2PZpkOyDp/XoRmGCgeaBnb83VhPZa0/G+OZqbUM/d58wz+0C18bh9WfnxCO3wgMS5oZYAgBxNKLDQGtHrkoKBql7vQ9Xl/8D7vIBCOEyfA1FLsiEqMg1NbQ7TJc236+2LC8yIswRgxt1RprbZIl1wU8j6m5WyPQIdyhT4VhSy9SLdMBXhpfsNUPFIYxcLn92kHwYp2EfcsE7773ccEsUVbbdN3cjPugpLmlXZ8qCAj7S0VbJt+PIecrOIxzOd2hXFhHdDGBaPndeDnm9wyjm0qDFSqTyjR3n0nN9U2rUqjuc7rROcvarVXUueehu4IaqilxGdizZen2GOcnvOHP+qDcc92YicNsnajnbwB05qzLrqhIuUWDQh7JVDEyhm5YeE8qa8ERrg9MR8JNrQkfomNwxUT8fLi6C5+aLIy8mE9chwy167gCGO/b7/Bqz2Fq0Pcz7/wsU2P7uyxawjb7t3hMHq0dkjK9ZFHYOam/wNwcuttthciaLDln/ePsZ6w0/BGFe6mSGoO67ZtYDdkCNJ27EDc99+zbVxdo3W2KIceuTJQUey/8Fek7drFOnqJcaB49ioT/KS97DG2+neUqhvfFs5s7Ua65NZ9fPT8ZlnaQGEbdwVU6nGQ9tSriSMXhuRy4ThAv7Cijur5vRE4uiGYu+4EeTHn5+aj60ixspeXm48tv15AXk4B31fFZqy2occyYJpIZlVIT87GPx8cQ2JkOnb+eYm7mcrzRKuQFw9G8HaHwf5cJJKtHHWS6X3i28xJ2zWtD9BwHIeDmABu/uULWqLHSNawtFLRfUxjbWBLWZAumTTgV49Esa8yXZ6ev3ue6ghbR0uOWqcmW69xZcvZGgKy4miAXsmUukcFctiTT3FIAhUybnPmIFQrtXCp1JeUraPQG6lGiWl+cnLQjTnWSi3uLi610MXjxRegcnGBuZ8fh3no/tAdWR+sLZDJ7ohsZMiH88i6m1j50XHEhck0IGPCXZMWl7JxI7KvC5sqY+kk1xSkR3YcMwamVvVT29jQoO8NGmRSCuQe9wSh57gmRl8gK91eQtElK5ArQWZqLg9XB3WsvIWW4n1LSWs0BEjdSFoqP77pJpa/d4w7yFQgU5ewnUavSt+1FHstAkxuID4sjYfnKKGNOtPGAhVsIx5rx93MGydjeRVB4dLBSORm5bM9niI7oWE2RbZBxTJ10OsLMZoUPBqgL2nwrigkgxg9vwNGPN5WG/tdHpQUXnIWSdEM5JFjBT3fdyKyk9yAUAYS8s2skbT7AMzys2DRuDF8Pv6I3SYqq0dWoL1JWnbJsHSD7YD+SN+zF/GLFnEsc/bNm8i+dAkwMyuzw2bu4YEmWzbzkJupra1eopQyaNFzXBC6jAjk0+kHY98/V1kn9e+nJzFqTrtSC33S8tGPAWnS+BCTyRZAgx5oWadpWw0Rilim15vs/WIXLIDfl1/W6f3ROluUw/5N0jAgrSYdiD6TmrIPbH2BrNAoTjgjOYe1tc5etvydd3q7KPjaD/YrdwfQEFQgkisE2YH9+szeYv+nISzaqWjdx5tvhyR7FC9NkdDkZKAEQQx5uLVRFkmUPthvSnMOrqCuJ0kA6Lfh7K5QbViJ7s4SnTfqRjLLDsnxod+9zVEfUKKiSY9cEVx97PhQEUjSQjseHBLjYsl+3DT0d6ciO8kNCNJcKRJJklxQAeq34DvufNEXcHpSNtuz0BdLZVAcLpJiMuD66KO8TR7HefHxSN28Wes7a+ZcdhGusrfXFsgEaeGUApmM0alAJugLjjRw973Zk4v7vOx8bPjurEE7H1o+pB/LP189yMMd+/+5xrq0kAvx3D1hjZqk2nGbP5+PyR8664rQg9YFlABIO2uERRlBIpKGQUpcJhd0SqhFfSqQCTMLFbw1sdHhmvQ96vpSEUehDK10JBiVgYoqB41UjrB2sOAiiPSpvSc2xf3v9GQbN6UQJ89l2tEglAKZ5B6NjFhz2qafD3eIqRG/9dcLOLszlDuglrZmerpcgpokVCgT53aHIyFSP0WzoRXJlYE61SRRIe332Kc7sZ3gnYzsJDfAbnJ2VBayLF3Q8t1XtdpMpYtMGjX6Yq4MildycnQGbEZ3Y6/crHPnkLhkCVK3bef/OYyoeDwvLXud+O+2tkCmD6ihgQIavtj8y3k2lydLoGGPttFO8MaHp7EuLea2+DKhZTaKRaWBw9ycAi6QqYCmL1RLG+PxSi3pC5G6HDQk4+ZXsS5AXWDVojns7x7BRXLE88/D4Z4xrD23at2ahzVri7zoaLY6pMFSC3+/WrtdSd1xcNUNHm4jOzVK96qPkNaXCmTSJVPBekbTRSaNclVDQEgeMfmlruyvSwOM5Vmqpx0NWqqnJgM1VEjbbcxQI6X/1OYsC6Hv/wMrheyrTT9fgyuHJEGhQUjaCTiw4hpGP9HB6KU5sZrfNZonqg1oB0oikEVyA8Peww7xUVmweXg27IcM0Z4eekn4Hvprkpgqg+JwERsq3CZcH30E4U8/g/hFf2iLE/uhhbdZXmhpkQYtSBfXvpQfOvLGJH0V+T5ePx6DLb+cx8D7WyItIQsnNt/m5SGSVVAnRNc/kkzXaSeBBjyoW03Li+UhNjSVr1OZQK8NyKh951+XWFpC3ZB7X+lapeXW2sJ9/nyk7dnLCYqxn38BMh2i8BjSw3u98TqvHNSaHjkgoFaLc0nVoR1lshi7dCCC3RxoB7iswoUcIW6cjGFbsr6Tmxt9oVMSwmnoJj8ekjiQ9yw9lPaDqqfopyHtig5qU6OiaWcP1iLXh+8fsjYb8Xg7rPjwGGu5aeeg3QC/UovA2+fjuWtPxxRuYqyQg4cSXe5WS0WypBBZJDcw7DXaoVyPQt9hKhKVpTy/FpWf6PVp5gQzC1OWbtD1+d51F8z9/ZGrCW+w69MHKkdHHF57Axf3R3AX1DPIkXV3Xo0dDHZwaWr37E4hg+gxJog7GKVB7hZ3PdKGu+Fker7rr8va/1F3gGJSi2rn6Auz5z1BnAx0ekcod5yoM10apGn+9+MT/NxRxGevCU0qrO2qDDdOxXKBrHTH6XlsW8qXvbFg2aQJgtat5ehmSnfMOHYcBcnJSFm/HtlXr8L/55+rFF9d3Ul7EsM7aBt/OMtOBqPmta8V/T7JJcgL+OLBSJZSidOyENTBHc26eZZ4Ofpc7vvnmrZjWB9WXEqCdsLNzE25uNuzVHyfBXXyqHPrOnIxqE/QkOOIx9pi0w/nOOa7NB0trYqSXpmG/ajzTN3lspLiKL2PHCaadvWo1R2ymJAUrcNUdcWLS8qP8e8iSirllcx2MTpLNdSppWQi90aV3xOlbgR9+RD0w0bJay4PP6T9v8PdI9iAnPTF9IVPHZHjG29hw7dn2POYJqaLcnJrCHKz81lr1bicU9xU9A6+v6V2eZW6HWT/Q5GYJQ2X0HWTxop+iE9uFtKOkiDbIzJKpx9igjoNf797FLsWX2bboZqCbk95jhSvysPrguvNFDbFXrs8+CD8v/sOzQ8dRMCff3DKY/aVK7g1bSqybwjXkpoiO/hGjTtbNGRoten2uXhe9qfhrZrujm399TwWv34IZ3eF8efS1c9OO4V/4N/rBr1vFajjTMvrtHLU/Z7iQUT1CVohIxkcERUsCqKOQ4tLziRl49PMGY9+1o9le2XR9e5A1mhT04ejtkuBvoPXfXsGWxde4PmWOtEjV+G3W1J5ZJHcQG3gaHmGPtiXD0di/4preubyVYGmrQkanKMBPqcJE2Du6wuVuxsvrV85HIWCPDXHhZLJOA3d0eAIDVXQgI0yhU5Qwal8OZEEoiJ759RxpkGdSS91xfS3e/KPa2mXp//1HCt8Hc/tDdMuXxniyNpglmbQF+jEF7twWhfdf+rqLnnzMMKKRHZWF+RLSQM7NHAy7tnOLD8he6aj64rvXBg75FxCuuTA5cs4sjovIhK37puOjBMnamxoL4vcVaSzRaW5eED4yhI88FoNSW0lday3LjyPa8dj+HNFDgz3PNmRk/GGPNyKLadoyJgkVIbIzsjF4bXiM9FtdOMGEYVLumQFryAHXn2TVI6yViMVqGnUU6O3pt8mckUqCZICKSsdFFaj24RqSEN7kuLIIrmBBopEBSfj9xf2c149bRO0TFRVyKKI5AfkNUkdIFNrazReuwZNNm5ktwoqJAlKRyKZwNAZrfHAu71YrkBQh4q+cAj6EaShG/pRoFSkikKFLy1VlncQz6+VM+8oUBFPg3GGiLiWyJIMgrrV9GN19+PtMP75ztyJJu9NctdQ4k6ri/y8AhzdIO5T52GNuGuvTGHT80VaxfoIdZcbLVsK644dWX4RMuMRpO3bV623kRsejpCHHkbWmbNsdWjVtm21Xv+dABUIipuBkp61449L3PGtbigsiFaZSGJAO6FUIFOhTJ9n0pZSupoyq0A74kWhgobuFw3n0vdMQ8BPp0juMKR+OXTUZ1r18ubik1Za9y67oudVrbuySL91BK1cUDT0rsWXDJ63Jovk2hrak+gji+QGBtv9mJAdmpqX72nZntLqpr7eHc27VU+cqOI+QYbt1NUhizmVgwMnR1EnlHTLzYvoCanwoxQsgiJOSQt2YV94pbrIlYVuo4emm3z5UBRrzHSh5V0qDGgHoFVvbwS2L5R/+DR14kKZdM9U0JK7xtVjUdV232jnIjU+i7XS7TQDO/TDSe4d9F1Mpv+19aVc3ZAlYMDvv8Fu8GCoc3IQNm8+0vbtL/Ny9HjT9h/Aren348bdIxH73QLkRkXp/T9p1WoE3zMWGceOccS593vvSU1yJeAVoHw1D83RcCwVoOTdu3up4cKhstBnjsIqiH5TmxvsmNLnLqC1C+/MKqtgCrTDr1g5UjHdUBI4aQecZj7IpaMq4SGSinedKYmPA0lOxWrnY3ThYJeUHNY40wofaZdDLiRoG0JFyc8vqLb7R6vBpNEnypu0J6leGsY3jEQLaXLvmtGap3dJhjD19R5sJUbyh+qCOrIkBaDlJyqUFZQvjWZdPXkpqyhkJcSdHzVZN13nH0H6UajNeFCyNKIfYVryXf3FKe4ok78yQWEm9IVEAyBKN6vYBPVjbdG8hydfnlKblEK/KuTm5OP4f8LrtevIQL2Bqd4Tm7BmkaJlKVWqvkIrDn5ffwX7u4ZqCuV5XACXRMbJkwh58CGEzpyJzBMnkHPzJuK++w7XBw9B6Jy5SNm6FeFPPonIV15BQXo6rDt1QtCa1XCaOKFWH1dDgIpgRWpBoRL0/qMVIJJmkXsEFQnV9YNPmk767NBQHu2IlrQzS5pSKlxII33pYAR3lf9+/yj+/UQM01ISp9LxbgiQg8T45zpj3DOd64WbREPCo5ED+kxqpv0NUFZeCXqvnt4mLPlo0I8GRCnoiqCBPxo85fOp1Rz9vf7b0/hx3m6c2FyYRFsdXWSSIFXUoURSPchPYwOE4jfJAJ4S8moC+hFTusm0501FJnWUb5yI4dNa9/Up2c9ySnO9qXVytKhtqACg+0BfgBRlu+qzkyxpuLBPFAqDH2plsMgn6Ads6EOt2c+Uiv3dS66UOfRRFtRVp66dvatVseeOjNzJ4J84sPIaF9T1FbJl8/38c9auawvlA/qFctbFiwh5/HHcJv0ydYctLODy0IOcGmnTrRtNNyJt1y6EP/mU8OY2N4f7s8+i0eK/2PpNUrnuLg0vmVmqtJ9NKhy6jQ7UajBJI1wRaFWGfuBJFkEFBB3Ix5y0nDSlT9270laPSNalfMfs/PMyFyTk+kKFO63mkPWjRFJdtBvoy6t2tANG1qI0gK4MbdPqqIWVin2rifaD/TmQhQbOaeWRduKWv3sU6745zR1mgn5XEqPSq1GPXHs2pBJ9pJ+IpFI07+6JQ2tu8AAcaRlJ05iXW8AdZs/GDqUub9Fwjp2TJQ+oeTd1Qm1DNjrkw0rdqD3LriL6ZgoflMFEXX1gSY+h/7TmsLBW4eSWELaiosl8kmRUBNJj71txDRc0Gu3uoxsbtCHqPCyA7e7ouV7x4XFY2ZpxsUD3g5aru9zdiLvc9QEqev2+/AJhTz/DdnFhc+fB/4fvYebhgdhvvkXq1q3ijCoVD4W6zZ0Dc2/RcXQcOxbZwcFI+mcFktesgZmXF3w+/ICjsSWV5+J+sRrUrKuHXtgE7ZzRZ5sCGk78dwv9p7Uo1/WRfeK6r0+zdpOgAsPG0ZILcYpgJiea8oRadB0ViOsnY1iGRHMLNATcpItHgxjUkxgXtMM2+IGWiAtLRXJMJrb/dhGj53dgpyaiTX9fbeOEvnuHPNQKy987xit8dCBoJ7N1b29O8SNfftq5vOepjlWSEmr1yNLZos4wUddXoWMtkZKSAkdHRyQnJ8PBQe7N6XJkXTCOb7rFEoac7Hy2ZCopMc9YSYnP5OFG+qKjzjtN2Jc3kZA+OhRsQsvRNo4WmPJqd4P+yzT4kZ+n1vO4pNvd8vN5kRBoAnQbGciT+iV9oQafimWfZ0O4+dth+My2NbZyUBNwJ/mpp7krTB1mdV4ePaE8eOcwejTc581lV4wSL6/52qqvARLGAkkgFr10gHfYJv6vC7wa62uEyQ5uzZenuLi9/51eLEUqb4FMRYPiCKBQ0e8HWqHKzS4o1fNWIqkuaEB65cfH+fNAO43kwEKynwfe613sPUgSJfLpp9NpjqRNX5HmmhybiWXvHOHrGDazDcsPK8tfrx9CSmymdrhVUvv1miySy0AWySVDS7B/vnqQB34I6oI+/HGfeqedEol8CfAIcICVnXmFl5VXfnyCLePIxok6B7o2e7QURx0FCmigL1OOyva0wdWjUWzvRt10CkdpVA59ZdTNZJZl0PNNH9vs9FwcWX+Tl7SpIBlIlnsaH+v6QEFODsKfeBJpe/bw36RXdnviCVg1F64ekpqHpEL0/qQB3ymvdTe407Hmy5MIv5LEUqBBpcgcqOu19qtTXCDTCseYJzvwZyElPou1m7TyQQN5csdGYszQdzZJfBRa9vTCkIdbGzwvyYesHcyLDZDSrAtJLmwdLXDf2z3LtXJiaAfx12eFExB5P1f0t+lOJKUG6jUpt5BUKZGJbOWuHhGDPU06u9e7ApmgH/KA1pUbAqIvPxrmW/HRce66URgI+TGTXo0shS4fjtL7QmV/zYsJ2iW04Y+1Zd1xeSja5SMad3DHtt8vcBFDASjU+SCHE3MLU+6I0+vRvIeXUSY1mVpYwPfbb5Cybh0sW7aCdds2dX2X7ihoR+uCZti2VR+fEotXGvxdfeUkS35IgkGa4tILZAeMeaKDtjCgHUM6SCT1gVa9fRBxPZnf70THu0qedShphaMTSeQOR3EX+NiGm9rBwMpILWhWRRbIdYfx/XJK6hW0dKoUySUN7DV0qAAgT2Wa3D/x323YOFiy60VCRDqpB9jVg6JzaQAkISKNT6cdDNI/V1VLTNdzz1OdWDNKX8Y0aFIUuj2K6zZGqFB2mjSpru/GHQnp8EkiRStApPctCdLa01IvTe8f33QTQx5qrVdoXzkShf3/XOMCmeYRxjzRscTBV4mkPtB/anMU5BXwDmFlnKHoe52ug9Jmz+wMQ8te3hW+ntgQ4Y0v/ZHrFvlNJqkSNAVPRSB1Tsnn806FXAHIJeDcnnD2NCZIn0yaNN/mYhCQtNt0qIlOeLdRjTnkJeRiAvJy8pGXXYCMlGzuLF85GsVhLpVZ8pM0XGiegGjW3bPMFaDuYxpzkUx+yl1GBLL+nab3yd1FGVziAvlJWSBL6j9kg0gyuKpAEjpKa6V5EnLBuHt2uzI1/brEhohhcjdZJNcp8ttMUmW63l3ygNWdBC2pRd9ORcytFNYnk4OGoUG+mtxhoYNul48GA2mQhPxuaRlRIlEG7GjVgVY6lJCfsqQ+jdq5sm8xRUJT2AhFzJM+npLzaOiUfGQNubNIJHcq5LcfdimBpRM0zEd/kz94eXT5MTJpzyiQRbJEUk1Q6Me4ZzpxkezdzElvgK8uoC/iVn28cXhNMNt8ySJZUqyL3M0TTh7lc0UhT3MqkmmHS4EKZ/I+d3Arn65eIrmToM7xpJe6cieZ5E3khkGfHxqAtXMuuaucnZnHVnQExWZL6g652y+RVCPmliruItd1gaxAWjhyFaAUqfgIoXGT1G/SErPYfjEzVQQeVMbmivyPyXqwSwVWgejHmpaPFS08xVePmtteFsgSSSlQMM6EF7qg94Sm2kjrZW8fwZXDkSVGvsdpusg0GGhtL33B6xLZSZZIGnhMOYWmUFF06UCkwbhtoSlVw6dZ6SEqEuOwK/zvp/O8WkFF8sDpFU+eoyFPokknjwq7Tgx9uDVCusXzIJ/UuEsk5YOaJuR4EdjeVdtVJjci+l4eML1FsYCc2FAlaU92kesa2UmWSBo4iusIDV2Rwb0CdTEoEnv15yex+vNT2PTDWQ45kRgv5/eEcYFM3DgZi/z8wtezPNCwHaXYEV1HBlZqpYTie2WBLJFUsqv8fGf0uCeIC+cbp2Kx/J2jxVyJOGRKJu0ZBbJIlkgaOBTgQMvjlK4WfCaWT1MXqHFg5XUcXHWd/6Y5EupqLHvrCE5svoX8vIoVX5Kah2LJSV+uvF70eoZfTqzQdZBFIdTkr+0GN7+KW1tJJJKqYaoy5R1U0irTAGxGSg42fHcGe5ZeQW5Ovp5HsnuADDCra2SRLJHcAV/KNFFNXNwfwd3kbb9dwJkdoXxa74lNMeX17mzhl5dbwIXY3+8dxa2zcVxMS4wDshYkq0VKs2vdz5dPu3ZceJSXh+TYDFw9Fl3pLrJEIqk+SEpx7yvdtDHt5/eGY8UHxxB+NRFJMRna80jqFlkkSyR3AFwkmwBhlxOx5stT7J9sqjLB0Bmt0emuALj62GHcs50w9OFWsLY35+CTjd+fZduiiwcikJcrOhz1CZKTkG63IRT65LVKnX5aoh04vQWad/PUnq4roSntuSBHC3ouAtq46lkFSiSSuoFSUfve2wz3PNkRNo4W/L275otTvNpDq3+1aSEqMYwUlkkkdwDkQODf0hmhlxLZ6YK0pXc/3o4HsHQt41r09Eajdm44sfk2pwbSlzbZFh1ec4N9cKmgps50feDYRpFCaGGl4o6MO/tI27PJf30KvCA7qL3Lr/B2p+EBnNxFxS79iKYnZeP2hXgEdRSuE4aIvJHMr58S+tFtlOwiSyTGBH0PT3u9B3Ytucw7voTsIhsH9eeXQiKRVIk2/X25SKZO8ej5HUrsJlL6Wp+JTXlJ/uK+CJzdFYq0xGyWYeRk5aPXuCaoDwSfFj82dJ/DrybxgfBr6YyxT3eCsUIFMC230oAeTcGHXUlEenIOHD2stTIJsvVr2tUDZ7aH4vqJGINFcnx4Ggd/kGyGIPupriMbsVxDIpEYF1Z25hjxWFtcOhiJc7vD0La/kFRJ6hZZJEskdwhUSI1+ogMPbJE1XFlYWpuxbVH7IX44vycc+/+5hlNbbnP8tU9T444gpwGYhIh03h7zZAcu8mNvp+LC/giWnJBnNElMjAmSTexZfoU7SdkZecWCagZNbwkzc5X2tGZdPLlIvnkmlrXKtDqgcOVIFFtNUcFNQ34kt+k6qnGFYnElEkntQqt5rfv48EFiHNSPdVMACQkJmD59OhwcHODk5IRHH30UaWmlhyMMHDiQ33S6h9mzZ9fafZZIjAl6/5PUoDwFsi4qlSkPl7To6QXyvt/++0XkZOoXccZGXGgaF4jWDhbwb+XCPzoD7mvBrg7EhT3hMDZI+01e1lQgU1FMHV+SuAyb2QYPvNuLQ2p08Qi0h4ObFfJyCnDrnOgWKwNA2xdd5MdPHtnT3uyBQQ+0kgWyRCKRNNROMhXIkZGR2LZtG3JzczFjxgw89thjWLp0aamXmzVrFt555x3t3zY25YtglUgk+vSb0hwRV5OQGp+FfSuuYciDrWCsxNwWXsKejex550Ch7QBf7tRePhKFnuObGI3fL1nundx6m7d7jgtCx7sCeOekNOhxNe3qiZObb+P68Rg06+rJvteKrV+7Ab78mpE0QyKRSCQNtJN86dIlbN68Gb/++it69OiBvn374ttvv8Xy5csRERFR6mWpKPby8tIeqBMtkUgqDskvhs5oxS4Zlw9GagdMjLlI9gjU/7z7tXCGk6cNcrPycfVo+e3TahqSR6QlZPM0O3XtyyqQFagwJiiM4OC/hb7XnYc3Qr+pskCWSCSSBl8kHzp0iCUWXbt21Z42dOhQmJqa4siRI6VedsmSJXBzc0Pbtm3x8ssvIyND+A9KJJKKQ9HV5HBB0CQ2aX2NkZhbhmNdqfuqDMRQeh1Zo9U1BfkF7CZCkAacbKHKi6uvLQcSUCf61LYQbSe61/gmeh10iUQikTTQIjkqKgoeHh56p5mZmcHFxYX/VxL33XcfFi9ejF27dnGB/Ndff+H+++8v9bays7ORkpKid5BIJIX0GBMEVz87ZKXl4u/3j+LasWijKDZ1LdOSosXOsGeRTjLRspcXzMxNER+ezvZodQ15VqfEZrKrSBtNSEh5USQXCv2mNEOXEdLiTSKRSOp9kfzSSy8VG6wrerh8+XKlr580y8OHD0e7du1Y0/znn39i9erVuHHjRomX+fDDD+Ho6Kg9+PuLNByJRCKgoTKyKiK/XiqUty68gP9+PMeevcaAEulKg2rW9sXN+C1tzNG8uygsybWjqtCA3I1TMWzXVtGdBbrsif9u8XaHof56DhXlpd1AXzTt4sEDfu0Hye8riUQiqS7qdGrlueeew8MPP1zqeYKCglhLHBMTo3d6Xl4eO17Q/8oL6ZmJ69evo0kTw16v1HF+9tlntX9TJ1kWyhKJPk4eNpj8clec3HKbk9woDY58iPtObsad2rpc6id/YcX9oSTaDvDDxQORuHEyBhmTm1Up2YqkEkfWBfM2BXwEdXBD447u8GnuVKa2mLycKbCFwk3aDfSr1O1b21lg+Ky2lbqsRCKRSIy0SHZ3d+dDWfTq1QtJSUk4ceIEunTpwqft3LkTBQUF2sK3PJw+fZqPvb29SzyPpaUlHyQSSelQOEW3UY3Zf3nnn5cQczuVj6nwG3R/yzqLVNUO7ZUSvUxaZc/GDtz9Jeu1rndXTqJAsg7aSVA67NRNP7cnnA+WNmbwburE4S0kpaCwABt7Czi4W/NOBp1+XNNFbj/IjwcjJRKJRGI81Itv5VatWmHEiBFs5/bjjz+yBdz8+fMxdepU+PgI0+3w8HAMGTKEJRXdu3dnSQXZw40cORKurq44e/YsnnnmGfTv3x/t27ev64ckkTQYSHYx8cUuPDh2dP1NTnhb9s4RDLyvBZp01p8lqM2hPYqgLg2ySKMimeK3yQ3CtIJOECSt2L30Mg/NUazsyDntOKjk5ulY3Dwbh8zUXG3anSHMLFXI04SAkKOFRCKRSIyLelEkKy4VVBhTIUyuFhMnTsQ333yj/T8VzleuXNG6V1hYWGD79u346quvkJ6ezpIJusxrr71Wh49CImmYmKpMeWCsUVs3DhuhSOTNP59H8x6eGHhfy0ppbStDZmoOUhOyeNu9lE4y0aSLB/avuM7Wa4fX3OD7SG4ddDBVmXAyIXWc6WDnbFlMQnLlcBTCryTxEOCAaS04DS+wnRsfBhSoER2cjPiIdNZtZ6Xn8nF6cjaSYzP5PlKBrHSRqcsskUgkEuPCRG1MY+lGCGmSaYAvOTlZeixLJOWAOqvHNtxkvTJ9u7j42OLu2e1YYlDTkF/whu/OsBfy9Ld7lnl+8hWmAI6ysHW0QKdhjdCmvw8Xw1SML3nrMLLT89hujTrRFY2gTo7L5MLZK8iBdzIkEolEYlz1Wr3pJEskkvqjVe45rgkC2rpiy8/nkRCRjpUfHcfQGa25y1o7ISKlSy0UOg4NQEJkOqAGbJ0tYedkycN3eTn5iA1NY6eMxIh0pCfnYP+Kazi9PYR12OFXE7lAJqkJuVJUFNIvu3jbVvhyEolEIqk9ZCe5DGQnWSKpPDTItvnnc4gKTuGkvu6jG6PryMAac7/YuOAMbp2LR997m1WbzjcvN5+lFcc23tK3uTMBJr3YlQcAJRKJRNLw6jW5xieRSGoM6sqOe7Yz2lDKnRo82EeHmoD296Nvp5YYIlJZSF5BIR/3v9sTfSY11eqHSUssC2SJRCJpuEi5hUQiqXH5BTlduPrYYu/yq2yZ5uhhjZY9S7ZirAw0cJeZkgMTUxNOBKxuqFgmeUbrvj4sw/Bp6lTttyGRSCQS40F2kiUSSa1AYRnKgNuuvy4j4lpitV5/rKaLTIOC5hY156ZhYWUG3+bOXIxLJBKJpOEii2SJRFJr9BwbhCad3VGQr8amH89xGEd1Ea0Z2vMswx9ZIpFIJJLyIOUWEomk1qDu69CHWyM14RTHR29YcIaH3wz5BJPDBA3hXTsWzf7Czl42cPG2404xHUiDnBKbyb7DKXFZuHY8mi/nUY16ZIlEIpHcucgiWSKR1CpmFiqMmtuebeGSYzLx30/n2B4uJzMP2Rl57EFMfsc3TsYgJ0sEbhCUjlcefJpJrbBEIpFIqo60gCsDaQEnkdQM8RFpWPXJCb1CuCh2LpZo3t2L0+9ImkGey+RrzDINE8DB1RqO7tZwcKODFTwbO8K7iWOtPg6JRCKR1D0yTEQikTQYXH3sMOKxdti26CKyUnNgaWMOS1szPqaiuEUPT3g3cTI4IFeQX8Bey3J4TiKRSCQ1hewkl4HsJEskNUtBgRqULVJTASMSiUQiafikyE6yRCJpaJjKbrBEIpFIjBBpASeRSCQSiUQikRRBFskSiUQikUgkEkkRZJEskUgkEolEIpEUQRbJEolEIpFIJBJJEWSRLJFIJBKJRCKRFEEWyRKJRCKRSCQSSRFkkSyRSCQSiUQikRRBFskSiUQikUgkEkkRZJEskUgkEolEIpEUQRbJEolEIpFIJBJJEWSRLJFIJBKJRCKRFEEWyRKJRCKRSCQSSRFkkSyRSCQSiUQikRRBFskSiUQikUgkEkkRZJEskUgkEolEIpEUQRbJEolEIpFIJBJJEWSRLJFIJBKJRCKRFMGs6AkSfdRqNR+npKTU9V2RSCQSiUQikRhAqdOUuq06kEVyGaSmpvKxv79/Xd8ViUQikUgkEkkZdZujoyOqAxN1dZbcDZCCggJERETA3t4eJiYmuBP3zGgHITQ0FA4ODnV9dyTlRL5u9RP5utVP5OtW/5CvWcN73dRqNRfIPj4+MDWtHjWx7CSXAT3Rfn5+uNOhN6P8Iql/yNetfiJft/qJfN3qH/I1a1ivm2M1dZAV5OCeRCKRSCQSiURSBFkkSyQSiUQikUgkRZBFsqRULC0t8eabb/KxpP4gX7f6iXzd6ifydat/yNesfmJZy6+bHNyTSCQSiUQikUiKIDvJEolEIpFIJBJJEWSRLJFIJBKJRCKRFEEWyRKJRCKRSCQSSRFkkSyRSCQSiUQikRRBFsl3AB9++CG6devGqYEeHh4YN24crly5oneerKwszJs3D66urrCzs8PEiRMRHR2td54nn3wSXbp04anSjh07GrwtmgP97LPP0Lx5cz6fr68v3n///Rp9fA2R2nzNtmzZgp49e/Jtubu78/XcunWrRh9fQ6U6XrczZ85g2rRpnCplbW2NVq1a4euvvy52W7t370bnzp35tW3atCkWLVpUK4+xIVJbr9uqVatw11138eeMghB69erFnz+J8X/eFA4cOAAzM7MSv08lxvW6ZWdn49VXX0WjRo34uzIwMBC//fYbyossku8A9uzZw2+2w4cPY9u2bcjNzcWwYcOQnp6uPc8zzzyD9evXY8WKFXx+iuKeMGFCset65JFHMGXKlBJv66mnnsKvv/7KhfLly5exbt06dO/evcYeW0Oltl6zmzdvYuzYsRg8eDBOnz7NP9hxcXEGr0dSO6/biRMn+Idj8eLFuHDhAn/Bv/zyy/juu+/0XrdRo0Zh0KBB/Lo9/fTTmDlzpiy4jPx127t3LxfJmzZt4vPT6zdmzBicOnWq1h9zQ6C2XjeFpKQkPPjggxgyZEitPcaGyJ5afN3uvfde7NixAwsXLuRCfNmyZWjRokX57yxZwEnuLGJiYsj2T71nzx7+OykpSW1ubq5esWKF9jyXLl3i8xw6dKjY5d988011hw4dip1+8eJFtZmZmfry5cs1/AjuPGrqNaPL02uWn5+vPW3dunVqExMTdU5OTo09njuFqr5uCnPnzlUPGjRI+/eLL76obtOmjd55pkyZoh4+fHiNPI47jZp63QzRunVr9dtvv12N9/7OpaZfN/qMvfbaayV+n0qM63X777//1I6Ojur4+PhK3jO1WnaS70CSk5P52MXFRbtHRntyQ4cO1Z6nZcuWCAgIwKFDh8p9vbTXFxQUhA0bNqBx48a8rEHdrYSEhBp4FHcWNfWakRTD1NQUv//+O/Lz8/l2/vrrL75ec3PzGngkdxbV9brR9SjXQdB5da+DGD58eIVee0ntv25FKSgoQGpqaqnnkRjH60bfkcHBwRxkIakfrxutZHft2hWffPIJSz9JBvr8888jMzOz3PfNrJKPSVJPoS9lWprt06cP2rZty6dFRUXBwsICTk5Oeuf19PTk/5UX+gK5ffs2L4/8+eefXHTRksmkSZOwc+fOan8sdwo1+ZrRzszWrVt5Serxxx/n14x0krQcLDGO1+3gwYP4+++/sXHjRu1pdF66TNHrSElJ4R8A0uhJjO91KwrJ0tLS0vjzJzHe1+3atWt46aWXsG/fPtYjS+rH60Y1yf79+2FlZYXVq1ezlHDu3LmIj4/nnZ7yIF/tOwzSAZ0/f57fODXxZieRPBXItMdGkA6IupWkBaqQDkhSK68ZfeHMmjULDz30EA9BUFfrjTfe4B0b0oqZmJhU+23eKVTH60aXJ804da9IsydpOK/b0qVL8fbbb2Pt2rWsrZQY5+tGjYP77ruPXyvld01SPz5vVJPQb9iSJUvg6OjIp33xxRf8+/b999+Xq5kg5RZ3EPPnz2cpxK5du+Dn56c93cvLCzk5OTyUoAtNktL/you3tzfvZet+kdDEKRESElItj+FOo6ZfswULFvCXBy1HderUCf379+dBCBp0OHLkSLU+ljuJ6njdLl68yANCjz32GF577TW9/9F5izqZ0N/kmCC7yMb7uiksX76cpWj//PNPMdmMxLheN2ocHD9+nG+Dft/o8M4777C7Am3LVVLj/bxRTUIyC6VAVmoScuEKCwsr352stJpZUm8oKChQz5s3T+3j46O+evVqsf8rIvmVK1dqT6Phu4oOgW3ZsoUvc/36de1pp0+f5tOuXLlSrY+poVNbr9mzzz6r7t69u95pERERfD0HDhyotsdzp1Bdr9v58+fVHh4e6hdeeMHg7dDgXtu2bfVOmzZtmhzcM/LXjVi6dKnayspKvWbNmhp4JHcWtfG60VDzuXPn9A5z5sxRt2jRgrfT0tJq8BE2TApq6fP2008/qa2trdWpqana0+hzZ2pqqs7IyCjXfZVF8h0AfaBpwnP37t3qyMhI7UH3TTJ79mx1QECAeufOnerjx4+re/XqxQddrl27pj516pT68ccfVzdv3py36ZCdna39MuncubO6f//+6pMnT/L19OjRQ33XXXfV+mOu79TWa7Zjxw52sqDpevqyOnHiBBdajRo1KveXiKR6Xzf64XV3d1fff//9etdBE+AKwcHBahsbG/5xoKnvBQsWqFUqlXrz5s21/pgbArX1ui1ZsoTdZOj10j0PFQUS433diiLdLerH60bFsZ+fn3rSpEnqCxcusHtGs2bN1DNnziz3fZVF8h0A7X0ZOvz+++/a82RmZrJ9irOzM//4jh8/nt9wugwYMMDg9dy8eVN7nvDwcPWECRPUdnZ2ak9PT/XDDz9cJfuVO5XafM2WLVum7tSpk9rW1pa/dO655x4uvCR187rRD7Ch66AdF1127dql7tixo9rCwkIdFBSkdxsS43zdSvo8PvTQQ7X+mBsCtfl500UWyfXndaPfsqFDh3JHmQpmWj2tSAPIRHOHJRKJRCKRSCQSiQY5uCeRSCQSiUQikRRBFskSiUQikUgkEkkRZJEskUgkEolEIpEUQRbJEsn/2zsL4CquNgwf3INLcNcWhxCYkmCF4mWAAi1WnFKgRduhOIHiUqBYoQQvWtwaIFDcJYQixd1dwvnn/f7ZO3uXe5Ob3IQk5X1mLmTt+O6+55zvO6sIIYQQQuyhSCaEEEIIIcQCRTIhhBBCCCEWKJIJIYQQQgixQJFMCCGEEEKIBYpkQgiJ5eTMmVONHz8+ysIfOHCgKl68eJSFTwghMRGKZEIIiWJ8fX1V9+7d1YdEnDhx1MqVK6M7GYQQEmEokgkhJJrRWqs3b95EdzIIIYSYoEgmhJAopFWrVmr79u1qwoQJMrqK35w5c+T/9evXq1KlSqlEiRKpnTt3qnPnzql69eqpjBkzquTJk6syZcqoLVu22IV369YtVadOHZUkSRKVK1cuNX/+/HfifPDggWrbtq1Knz698vDwUJUrV1ZHjx51Oc0jRoyQNKRIkUK1adNGvXjxwu74/v37VbVq1VS6dOlUypQplY+Pjzp06JCd+Qf4/PPPJZ/GNli1apUqWbKkSpw4scqdO7caNGgQOwiEkBgJRTIhhEQhEMfe3t6qXbt26vr16/LLli2bHOvbt68I0qCgIFW0aFH15MkTVbNmTbV161Z1+PBhVaNGDRHEly5dshPdly9fVgEBAWrp0qVqypQpIpzNNGrUSPZBhB88eFBEaZUqVdS9e/fCTO+SJUvEBtnPz08dOHBAeXp6ShxmHj9+rFq2bCnCfs+ePSpfvnySbuw3RDSYPXu25NfYDgwMVC1atFDdunVTp06dUtOmTZMOw7BhwyKhpAkhJJLRhBBCohQfHx/drVs323ZAQIDG43flypVhXlukSBE9adIk+Ts4OFiu27dvn+14UFCQ7Bs3bpxsBwYGag8PD/3ixQu7cPLkyaOnTZsWZnze3t66c+fOdvu8vLx0sWLFnF4TEhKiU6RIoVevXm3bhzStWLHC7rwqVapoPz8/u33+/v7a09MzzHQRQsj7hiPJhBASTZQuXdpuGyPJPXv2VIUKFVKpUqUSkwuMMhsjyfg7fvz4YqJhULBgQTnXAGYVCCdt2rRyvfG7cOGCmHOEBeLw8vKy24eRcDM3b96UkXGMIMPcAiYdiNM84u0IpG3w4MF26TJG2J89exZm2ggh5H0S/73GRgghxEayZMnstiGQN2/erEaPHq3y5s0rdscNGzZUr169cjlMiFWYSGzbtu2dY2Yx7Q4wtbh7966YkuTIkUNsqiGkw0on0gYb5AYNGrxzDDbKhBASk6BIJoSQKCZhwoQqJCQkzPN27dolNsdweDNE5b///ms3agwnN9gZw6kPBAcHi6OeAeyPb9y4ISPOZoc5V8Eo9t69e8V22AB2x9Z0wk4ZdsgANtJ37tyxOydBggTv5BlpQ3rRASCEkJgORTIhhEQxEKsQnhC8MDF4+/atw/NgvrB8+XJx1sOqED/99JPduQUKFBBnvg4dOqipU6eKEMb6yxhxNqhataqM6tavX1+NHDlS5c+fX127dk2tXbtWxLfVxMMKnOog1HFehQoVZPWMkydPykoU5nT6+/vLOY8ePVK9evWyS4ORZzggIgyMNKdOnVr1799f1a5dW2XPnl1GyOPGjSsmGCdOnFBDhw51o4QJISTyoU0yIYREMTCjiBcvnipcuLAsy+bMdnfs2LEiJsuXLy9CuXr16jL6agYrRmTOnFmWXYPZQvv27VWGDBlsxyGu161bpypWrKhat24tIrlJkybq4sWLsqxbWHzxxRciznv37i22z7iuU6dOdufMmjVL3b9/X9LWvHlz1bVrV7s0gDFjxojpCFbyKFGihOxDftasWaM2bdokI+HlypVT48aNE5MNQgiJacSB9150J4IQQgghhJCYBEeSCSGEEEIIsUCRTAghHxBFihSxW4LN/HP09T5CCPlQobkFIYR8QMDG+PXr1w6PGZ+iJoQQQpFMCCGEEELIO9DcghBCCCGEEAsUyYQQQgghhFigSCaEEEIIIcQCRTIhxCH4Ohw+THHkyBHZ3rZtm2ybP4Ec08HnmatVq6aSJUumUqVKpT4UfH195Ut80cnp06flYyGJEydWxYsXVx8quGdWrlzp8J6KSgYOHPhBlzshkQFFMom1QADhE7p58+aVFzE88/EJXHyu99mzZ9GdvP8c+Arc9evXVcqUKaM0njlz5kSaoMXX3JBmiJIzZ878ZwRobGDAgAHSOQkODpbPUxPXwOe8x48fH93JIIQopeJHdwIIiQjnz58XQQwx5efnpz7++GOVKFEidfz4cTV9+nSVJUsWVbduXYfXYvmrBAkSvPc0x1RevXqlEiZMGOZ5OCdTpkwqNnHu3Dn5tHK+fPlUbC332ArKvlatWqF+cpr3YsyG9UM+dDiSTGIlnTt3VvHjx1cHDhxQjRs3VoUKFVK5c+dW9erVU2vXrlV16tSxnYvpTYwuQzRjZGvYsGGyH/vy5MkjQqVAgQLK39/fdo2jaVGYGWAfzA7M5geIr2jRojKajenlEydOhJr2sWPHiqhHWrJlyyZ5efLkid05u3btkhHLpEmTqtSpU6vq1aur+/fvy7G3b9+qkSNHygg6OgbZs2e35Qmgo1C5cmWVJEkSlTZtWtW+fXu78Fu1aqXq168v12TOnFnyDvbt26dKlCgh+ShdurQ6fPiwXZqs5hbGiO/GjRul/PExiho1asjIrcGbN29U165d5TykpU+fPqply5YSvyMQR+vWrdXDhw8lLvwwbQyQ/xYtWkh5oFw+++wz9c8//4Q6Irds2TI1d+5cCQf5drf8Ecb27dvVhAkTbOlDWwHYX7ZsWakTT09P1bdvX8m/AcLr0qWLjEKnS5dOwrSyadMmKX+rSQtmTFCn4O7du6pp06bSEUT6kJeFCxcqV6f8DVAnqEODy5cvy72E/WnSpJF7ycibUTfIn2G6gk4q1lx2Ft/BgwfV4MGDbXVo3FOLFy9WPj4+kk98vATtGedlzZpVyg4mAhs2bLCFZVy3ZMkS9cknn0i7LlOmjMwM7N+/X9oq2h7aw+3bt52WAervyy+/VOnTp5cw0HGaPXu2W3HgGMx5UJ+YYUG+Dh06pCIK2gjK9LvvvrO1LwO0ZXwIBmWEtj1mzJhwhe1KWp09K4cOHaoyZMgga2i3bdtW2rbVlGPmzJnyHEC9FixYUE2ZMiXC5UBIjAHrJBMSm7hz546OEyeOHj58uEvno5lnyJBB//bbb/rcuXP64sWLevny5TpBggR68uTJOjg4WI8ZM0bHixdP//XXX3LNhQsX5LrDhw/bwrl//77sCwgIkG38j+1ChQrpTZs26WPHjunatWvrnDlz6levXjlNz7hx4yQexLF161ZdoEAB3alTJ9txxJkoUSLZd+TIEX3ixAk9adIkffv2bTneu3dvnTp1aj1nzhx99uxZHRgYqGfMmCHHnjx5oj09PXWDBg308ePHJfxcuXLpli1b2sLH38mTJ9fNmzeXsPF7/PixTp8+vW7WrJlsr169WufOnduuDIz8ohzA7NmzpQyrVq2q9+/frw8ePChlgTAMhg4dqtOkSSPlHRQUpDt27Kg9PDx0vXr1HJbNy5cv9fjx4+Wc69evyw9pA3Xr1pXwd+zYIeVSvXp1nTdvXqdlfevWLV2jRg3duHFjCefBgwdulz/C8Pb21u3atbOl782bN/rKlSs6adKkunPnzpLPFStW6HTp0ukBAwbYwvXx8ZFy79Wrlz59+rT8rCCsjBkz6pkzZzrdh7hGjRol6UR7njhxorTdvXv32sXVrVs32zbqDWkykzJlSqlDgDJE2X799dfSjk+dOiX1iLJBnbx+/VrO79mzp7Q5HEf7w73kCJRLkSJFdI8ePWx1aNxTuD+WLVumz58/r69du6bHjh0r9b1w4UIpE7RvtKszZ85IWMZ1BQsW1Bs2bJC4y5Urp0uVKqV9fX31zp079aFDh6QtoH0545tvvtHFixeXtoowN2/erP/880+34kD78ff3lzrHNW3atJG6evTokcOyd/RcMXP37l2dNWtWPXjwYFv7AgcOHNBx48aV/Xheod6SJEliqz9HoO0VK1Ys3Gm1PivnzZunEydOLPsQ96BBg6S+zGHjHDx3jHrF/7jv0UYIic1QJJNYx549e+RhDuFlJm3atDpZsmTyw4vWAOd2797d7tzy5cuL0DHTqFEjXbNmzXCL5EWLFtm95PDyWrx4scv5+eOPPyTtBk2bNtUVKlRweC5eaBBwhii2Mn36dBHQEMsGa9eulRfsjRs3bCIZL0eIH4Np06ZJGp4/f27bN3Xq1DBFMrYhmgzQ6UDYBvgbgs4s+LJnz+5UJBvhQpCZgWBCXLt27bLrLKGslyxZ4jQsxGPuILhb/o4EKPjxxx9FUL59+9auLCCKQ0JCbNeVKFFChwXCrly5sm1748aNUudGuTuiVq1aIkgjKpIhnqzpR/tA+SJ+tGuEsW3bNu0qEFHmToJxT6ETZCZz5sx62LBhdvvKlCkjHQ7zdeaOAwQ19kH4GaDTjDw4o06dOrp169YOj0VWHKjrFClSSCczIiIZ5MiRQzpyZtBhqVatmt0+dLYKFy7sskh2Na3WZ6WXl5d0MMzg/jCHnSdPHr1gwQK7c4YMGSIdSkJiMzS3IP8ZYC4A8whMSb58+dLuGKZLzQQFBcl0sRlsY3948fb2tv2NaWqYL4QWzpYtW1SVKlVkuhzTl82bN5cpdMPZEHnAcUcgXOQttOPFihWTqVJzvjClDQcqA0zRm+1hcZ1hMuIoX87AdD9MVgxgZnDr1i35GyYTN2/elCl6g3jx4omNcHhB+mBe4+XlZdsH842wyjqyyz+09KG8zNPjKHeYcVy5csW2z5W8wyQApg3Xrl2TbZgkwLbXcGYMCQlRQ4YMkTpEe4MZAExeLl26pCLK0aNH1dmzZ6U8EB5+CPvFixdiW4y/YWoCExGYMsHcxGxWEx7M9+KjR48kn67ci2ifBnDSBSgD8z6j7TmiU6dOatGiRWIm0Lt3b/X333+/c05440D7bteunZhuwITBw8ND6tydunCEs+cVzI3QHlzB1bRan5V4bpjvYWDefvr0qbSRNm3a2NoOfjDRwH5CYjMUySTWAVtciBGz6AOwScYx2BNaMYtGV4gb9/+3hvmr7XBicRfYPtauXVtexrAxhN3m5MmTbY5cwFH6DUI7Fh7CWx7OsDr1oF5i8pfu3S3/91HusIVFxwOC7vnz52rFihUinA1GjRolIhX23QEBASLqIV6N9DvCUb2Y2zPEEgQ8wjL/YJPbrFkzOQf2u7t375ZVTmBXnD9/frVnz54oKYOw2prRGbHuQ2fQGbAnNux9IczREerZs6dbccC+HuWE+oDoxt/ovIVWF9GFq2kNb/0Y9vwzZsywazvwzYhI+yAkJkGRTGIdeLDDAeWXX36RUYyIAAcTOGeZwXbhwoXlbzj3APNombO1Tc0vAjgHQVggfEdAlOElC6cbOPlBaBgjhgYQcM6WzMIoEEScs+OIF6OC5nJBviD6DQc9Z9cdO3ZMRg4d5SsiYLQKI29wGDLAqFdYjk0Y4baOjiF9cILbu3evbR9Gf9FRMurMFdwt/9DSBwFpFqIod4zMwiEtvEAUYwR59erVUncYSTaHC6e6r776SmYN0DkMa3k7tGdzW8YIpHmZxJIlS8o+OGeho2n+mZf8g2PnDz/8ICLro48+UgsWLFDugNFMOI+Gdi9GJigHiMV58+bJMmtYCccdkE44ptasWdPmVHfnzh23wnTWvhyVEdovZmeiMq14bpjvYWDexj2OOsSKQ9a2kytXLpfSRkhMhSKZxErgOQ3RhKlBjGphOhKCCS8/fMQgrBdHr169xLMfntwQB1jxYPny5baRJQhRiKgRI0ZI2Fi5oF+/fg7Dgmc+RBVGTjAlDe9xZ6s34MWBEbxJkybJSwUravz6669250CE4CWEVRcgXJEfpBMvNJhDYAQR08VYtQHTmRCzs2bNsokrnAMhgPRgpPHbb78VkwJj+tgRGC3EKBmmY0+dOqXWrVunRo8erdwFcQ8fPlytWrVK6gerNKAjYTZLsALPfYxOoUyRZ4g5dA4gDJG+nTt3SkcAIhEmE9jvKu6Wv5E+iHWMSmMfRDfOxeoQyC/OR36xTvD3339vm5UID6hHdCawukDDhg1F0BigLDZv3ixCFW2zQ4cOMpUeGlgZA51KrFiCFWE6duxoN0KK+NBuUZaBgYHqwoULYvIBUQVzEWyjXNARwGgsVuHAfeOsMxgecC/+/PPPch+jjWDlBHRI0VYik/79+0u9wKzk5MmTas2aNW6nH3WBNoR6QJtAObo7E4H2tWPHDnX16lVbm+vRo4fcDzCzQYfo999/l/q0joRHRVrRpvF8QZyoc5hR4L4w38ODBg2S+3zixImSPqywg5kHPFcJidVEt1E0IREFnvFdunSR1RvgDQ8nqbJly4qj2NOnT0N1WgJTpkyRFRxwbf78+fXcuXPtjsMDHI4ncF6CVzxWsHDkuAfHF3jyJ0yYUOI/evRoqOmGNz88wREuVmhAvGaHOAAHKTgXwmErVapUcp5xHA43WDUCDj5IOxzh/Pz8bNdidYJKlSqJRzo8zOGgaKwQAeDI5shxbvfu3eKMg3wgv/BQD8txz+pgh3I2P1awKgLqCN7wcCjs06ePOEg2adIk1DLCCgJwpkNYhvPXvXv3ZEUOxGmUnbECQngc99wtf3j4Y+UDXI/r4IxlXAOHM5RfpkyZJK/If2gOf6GBtoTwjRVXDOBEh3yhvWMlgn79+ukWLVrY1ak1rqtXr+pPP/1UnFrz5cun161bZ+e4B7CSAsLBqhzIN+4NtJ2HDx+K02f9+vWl3JA/tL3+/fvbnBLD47hndVpDGAMHDtRZsmSR9ozr1q9fH+p11rborD1aHcmwggfqDfcFygsrMbgTB1a8KF26tNxrKFc4gVod78LruIf7sGjRolIH5ntp6dKl4qhn3PNmh1hXHPfCm1YzWFUD7QJtDiugdO3aVe4BM/Pnz5fnBtoH7vWKFSu+41xNSGwjDv6JbqFOSGwEI22VKlWSkdEP6ZPH7oBRV4zeYT1ejIoRQmIfMHfDh4XMa8sT8l+EX9wjhEQZxtQ8PlyAVTkwRYype8MZjBASs4G5E0yS4BwKMzZ8uAYrxMDkh5D/OhTJhJAoA/a4sP2G7SQmreDshRdsZNiyEkKiHtgew0cB9vFw7IUjH1aGqVq1anQnjZAoh+YWhBBCCCGEWODqFoQQQgghhFigSCaEEEIIIcQCRTIhhBBCCCEWKJIJIYQQQgixQJFMCCGEEEKIBYpkQgghhBBCLFAkE0IIIYQQYoEimRBCCCGEEAsUyYQQQgghhCh7/gdudw1CQriCIwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "ed1a83c5144f1430"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
